{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 6: Portfolio Optimization with Custom Parameters\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  8 of 8 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets =  ['IEUR', 'IPAC', 'IVV', 'EWC', 'SCZ', 'IJR', 'XCS.TO', 'EIMI.L']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EIMI.L</th>\n",
       "      <th>EWC</th>\n",
       "      <th>IEUR</th>\n",
       "      <th>IJR</th>\n",
       "      <th>IPAC</th>\n",
       "      <th>IVV</th>\n",
       "      <th>SCZ</th>\n",
       "      <th>XCS.TO</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>0.8804%</td>\n",
       "      <td>-0.4719%</td>\n",
       "      <td>-0.6498%</td>\n",
       "      <td>0.3069%</td>\n",
       "      <td>0.5109%</td>\n",
       "      <td>0.2079%</td>\n",
       "      <td>-0.2627%</td>\n",
       "      <td>-0.2423%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-1.1807%</td>\n",
       "      <td>-2.1811%</td>\n",
       "      <td>-1.7442%</td>\n",
       "      <td>-1.1403%</td>\n",
       "      <td>-1.9695%</td>\n",
       "      <td>-1.3091%</td>\n",
       "      <td>-1.6819%</td>\n",
       "      <td>-0.6478%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-1.9740%</td>\n",
       "      <td>-2.3752%</td>\n",
       "      <td>-1.6741%</td>\n",
       "      <td>-2.5694%</td>\n",
       "      <td>-2.0955%</td>\n",
       "      <td>-2.3928%</td>\n",
       "      <td>-1.5251%</td>\n",
       "      <td>-2.4450%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>-2.0668%</td>\n",
       "      <td>-0.4469%</td>\n",
       "      <td>-1.0556%</td>\n",
       "      <td>-1.6650%</td>\n",
       "      <td>-1.4784%</td>\n",
       "      <td>-1.1077%</td>\n",
       "      <td>-1.3395%</td>\n",
       "      <td>0.0836%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-0.7576%</td>\n",
       "      <td>-1.3466%</td>\n",
       "      <td>0.1521%</td>\n",
       "      <td>0.0098%</td>\n",
       "      <td>0.1792%</td>\n",
       "      <td>0.1037%</td>\n",
       "      <td>0.1697%</td>\n",
       "      <td>-3.6728%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             EIMI.L      EWC     IEUR      IJR     IPAC      IVV      SCZ  \\\n",
       "Date                                                                        \n",
       "2016-01-05  0.8804% -0.4719% -0.6498%  0.3069%  0.5109%  0.2079% -0.2627%   \n",
       "2016-01-06 -1.1807% -2.1811% -1.7442% -1.1403% -1.9695% -1.3091% -1.6819%   \n",
       "2016-01-07 -1.9740% -2.3752% -1.6741% -2.5694% -2.0955% -2.3928% -1.5251%   \n",
       "2016-01-08 -2.0668% -0.4469% -1.0556% -1.6650% -1.4784% -1.1077% -1.3395%   \n",
       "2016-01-11 -0.7576% -1.3466%  0.1521%  0.0098%  0.1792%  0.1037%  0.1697%   \n",
       "\n",
       "             XCS.TO  \n",
       "Date                 \n",
       "2016-01-05 -0.2423%  \n",
       "2016-01-06 -0.6478%  \n",
       "2016-01-07 -2.4450%  \n",
       "2016-01-08  0.0836%  \n",
       "2016-01-11 -3.6728%  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Variance Portfolios with Custom Parameters\n",
    "\n",
    "### 2.1 Calculating the portfolio that maximizes Sharpe ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EIMI.L</th>\n",
       "      <th>EWC</th>\n",
       "      <th>IEUR</th>\n",
       "      <th>IJR</th>\n",
       "      <th>IPAC</th>\n",
       "      <th>IVV</th>\n",
       "      <th>SCZ</th>\n",
       "      <th>XCS.TO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>1.0452%</td>\n",
       "      <td>16.4387%</td>\n",
       "      <td>44.3880%</td>\n",
       "      <td>8.0941%</td>\n",
       "      <td>0.0005%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0001%</td>\n",
       "      <td>30.0334%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         EIMI.L      EWC     IEUR     IJR    IPAC     IVV     SCZ   XCS.TO\n",
       "weights 1.0452% 16.4387% 44.3880% 8.0941% 0.0005% 0.0000% 0.0001% 30.0334%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimal portfolio\n",
    "\n",
    "# Load our custom estimates of input parameters\n",
    "custom_mu = pd.read_excel('custom_posterior_mu.xlsx', engine='openpyxl', index_col=0).T\n",
    "custom_cov = pd.read_excel('custom_posterior_cov.xlsx', engine='openpyxl', index_col=0)\n",
    "\n",
    "# Input manually the custom parameters:\n",
    "port.mu = custom_mu / 100 # Custom mean vector.\n",
    "port.cov = custom_cov / 100 # Custom covariance matrix.\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EIMI.L</th>\n",
       "      <th>EWC</th>\n",
       "      <th>IEUR</th>\n",
       "      <th>IJR</th>\n",
       "      <th>IPAC</th>\n",
       "      <th>IVV</th>\n",
       "      <th>SCZ</th>\n",
       "      <th>XCS.TO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>41.5844%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>58.4156%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>36.3921%</td>\n",
       "      <td>7.7405%</td>\n",
       "      <td>0.5316%</td>\n",
       "      <td>0.0001%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>55.3357%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>33.5406%</td>\n",
       "      <td>13.0860%</td>\n",
       "      <td>1.6824%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>51.6909%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>31.1301%</td>\n",
       "      <td>17.6221%</td>\n",
       "      <td>2.6522%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>48.5956%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>28.9761%</td>\n",
       "      <td>21.6438%</td>\n",
       "      <td>3.5225%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>45.8576%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   EIMI.L      EWC     IEUR     IJR    IPAC     IVV     SCZ   XCS.TO\n",
       "0 0.0000% 41.5844%  0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 58.4156%\n",
       "1 0.0000% 36.3921%  7.7405% 0.5316% 0.0001% 0.0000% 0.0000% 55.3357%\n",
       "2 0.0000% 33.5406% 13.0860% 1.6824% 0.0000% 0.0000% 0.0000% 51.6909%\n",
       "3 0.0000% 31.1301% 17.6221% 2.6522% 0.0000% 0.0000% 0.0000% 48.5956%\n",
       "4 0.0000% 28.9761% 21.6438% 3.5225% 0.0000% 0.0000% 0.0000% 45.8576%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aderUQZcuXUzmy8nJwYEDB/Dyyy/D2dnZZH3m5OQYdYf+5Zdf0LFjR7i6ukKj0cDOzg6rV6+WzhQ9qXv37kYDzHh5ecHT07PQ7Ar2MijsutR+/fohISEB27Ztw/Tp09GoUSNs374dL774otmz5+Y8fPgQH374IerWrQuNRgONRgNXV1c8evTIbN0K26YNXXYLXm8+ePBgaDSmw0+sWLECLVq0gKOjo5TrgQMHuJ9tZ2cn/f3o0SPExsZi4MCBcHR0lKa7ubnhhRdeKFL9C8MK9ADYu3cvdDodhg8fbrSuHB0d0bVrV6PteNSoUbh16xb2798vTQsNDYW3tzf69u0r+7mnT5/Giy++iMqVK0OtVsPOzg7Dhw+HXq/HlStXSlQXwyBlBa/xHDlyJB4/fmxylrakv1/JyckQBEH2TLJhBGFDl9/Vq1dj8ODBcHV1NTu/q6srBg8ejIiICNy+fRtAflfnkydPYuTIkWa7IXt6ekIURaSmpsqWlxBCShM1WgmxEQEBAWjVqpXRo2XLlhZbflpaGvR6fbFH1TTsKE2fPh12dnZGD0ODsWB3yievsQIgDRqTnZ1d0uIDyL8mrGBG1apVk14310X3/v37Zqcb3me4RlKpst++fRvnzp0zyc7NzQ2MMZPseN2MC9OlSxfUq1cPK1euxPr16/HWW2+ZvfXJ/fv3odPp8O2335qUqV+/fgD+W59bt27F4MGDUb16dfz00084evQoYmNj8dZbbyEnJ8dk2QWzA/LzKyy7OnXqGJVj7ty5hdbXyckJL730EhYuXIjDhw/j2rVrCAwMxPfff4+///670PcPHToU3333HcaMGYO9e/fixIkTiI2NRdWqVc2Wt7DtwrAdeXt7G82n0WhM3vv1119j/PjxaNu2LcLDw3Hs2DHExsbiueeeM/vZBbeJtLQ0iKJo8lnmPr+kDA00w/fE8DvQunVrk+1m8+bNRttx37594ePjI3VVTktLw2+//Ybhw4cbHRAqKCEhAZ07d0ZSUhKWLFmCI0eOIDY2VrrWuqTfwdL6DcjOzoadnZ1sHYH8Rv3du3cxb948nDp1its12GD06NHQ6XRYv349gPxrYAVBwKhRo8zObziQ8bS/t4QQYkk0ejAhpEg8PDygVqtx69atYr3PcNZgxowZZkfEBIAGDRo8dfkswVwjrXLlykhJSTGZbhhER+6siCVUqVIFTk5OJoOvPPn6k4pyj02eUaNG4ZNPPoEgCBgxYoTZeSpVqgS1Wo1hw4Zh4sSJZufx9/cHAPz000/w9/fH5s2bjcpl6Xt4/v7770bLfPJARFHVqlULb7/9NqZMmYK///4bjRo14s6bkZGBnTt3Yvbs2fjoo4+k6YZreEvC0NBJTU1F9erVpek6nc6kUfTTTz+hW7duWL58udH0rKwss8suuE1UqlQJgiCYPZNmqbNrv/32G4D8QY+A/7bTX3/9Fb6+vrLvNWxfS5cuRXp6OjZs2IDc3FxuI8tg+/btePToEbZu3Wr0GU97n93S+g2oUqUK8vLy8OjRI7i4uHDnq1mzJnr16oXPPvsMDRo0QIcOHWSX26FDBwQEBCA0NBSTJ0/GTz/9hB49ekjf04IM27DSv22EEFIc1GglhBSJk5MTunbtil9++QVffvllkXdoGjRogHr16uHs2bOYN2+excpTlDNwltCzZ0+EhITg1KlTaNGihTR93bp1EARBdtAUnifPvMjdjgYA+vfvj3nz5qFy5crcnUxLGTFiBI4fP46AgACjhtOTnJ2d0b17d5w+fRpNmjSBvb09d3mCIMDe3t6o0ZSammp29OCn0bhx4yLPm5WVBUEQzHanNHStNTR6eWfIBEEAY8zktjE//vhjoYPt8Bgadz///LNRD4ktW7aYjPwqCILJZ587dw5Hjx4t0m1KXFxc0KZNG2zduhULFy6UzqxlZWXh999/L1H5n7Rv3z78+OOP6NChAzp16gQA6NOnDzQaDa5fv45XXnml0GWMGjUKCxYswMaNGxEWFob27dubvQ/1kwzb2ZPZMMbMjoRbnN+Pnj17Ytu2bUhOTjY6ILJu3To4Oztb7BY5hvpdv35d6lLM895778HJyQmDBg0q0rLfeustvP/++/jkk09w9+5daWR0c/755x9UrlwZXl5eRS88IYQojBqthNiICxcumOzcAvldJ4tzDaqcr7/+Gp06dULbtm3x0UcfoW7durh9+zZ+++03rFy50uh6xCetXLkSffv2RZ8+fTBy5EhUr14dDx48QFxcHE6dOoVffvml2GVp3LgxNm3ahM2bN6N27dpwdHQsVuOlqKZOnYp169bh+eefx9y5c+Hr64tdu3Zh2bJlGD9+vMltJopadgCYP38++vbtC7VazW0ATpkyBeHh4ejSpQumTp2KJk2aQBRFJCQkIDIyEu+99x7atm371PUE8htr27dvL3S+JUuWoFOnTujcuTPGjx8PPz8/ZGVl4dq1a/j999+l63z79++PrVu3YsKECXj11VeRmJiIzz//HD4+Prh69apFylxcly9fRp8+ffDaa6+ha9eu8PHxQVpaGnbt2oVVq1ahW7du0pmrOnXqwMnJCT///DMCAgLg6uqKatWqoVq1aujSpQsWLlyIKlWqwM/PD4cPH8bq1atRsWLFEpUrICAAb775JhYvXgw7Ozv06tULFy5cwKJFi0xGcO7fvz8+//xzzJ49G127dsXly5cxd+5c+Pv7m/0NMOfzzz/Hc889h969e+O9996DXq/H/Pnz4eLiUuSzxaIoStcv5+bmIiEhAbt378aWLVsQEBBgdEsrPz8/zJ07FzNnzsQ///yD5557DpUqVcLt27dx4sQJuLi4GI083bBhQ7Rv3x4hISFITEzEqlWrCi1P7969YW9vj9dffx0ffPABcnJysHz5cpPRl4H87+DWrVuxfPlytGzZEiqVinuf69mzZ2Pnzp3o3r07Zs2aBQ8PD/z888/YtWsXFixYAHd39yLlVRjDgYtjx44V2mgNDg5GcHBwkZc9fPhwfPzxx1i4cCH3PrAGx44dQ9euXZ+q1wYhhFgaNVoJsRG8rnM//PCDdJuOp9W0aVOcOHECs2fPxowZM5CVlQVvb2/06NFD9oxb9+7dceLECXz55ZeYMmUK0tLSULlyZQQGBmLw4MElKstnn32GlJQUjB07FllZWfD19eXevuRpVK1aFTExMZgxYwZmzJiBzMxM1K5dGwsWLMC0adNKtMyhQ4fizz//xLJlyzB37lwwxhAfH2/2XrMuLi44cuQI/u///g+rVq1CfHw8nJycUKtWLfTq1eup709bEoGBgTh16hQ+//xzfPLJJ7hz5w4qVqyIevXqSde1Avnb5J07d7BixQqsWbMGtWvXxkcffYRbt24ZNVBKU926dTFt2jRERUVhx44duHv3Luzs7FCvXj188cUXmDZtmjQ4jbOzM9asWYPPPvsMwcHB0Gq1mD17NubMmYMNGzZg8uTJ+OCDD6DT6dCxY0fs27cPzz//fInLtnr1anh5eSEsLAxLly5Fs2bNEB4ebnKv3JkzZ+Lx48dYvXo1FixYgMDAQKxYsQLbtm0ze8sbc3r37o3t27fjk08+wZAhQ+Dt7Y0JEyYgOzu7yOsmOzsb7du3B5DfE6Nq1apo2rQpfvjhB7zxxhsmvwkzZsxAYGAglixZgo0bNyI3Nxfe3t5o3bo1xo0bZ7L8UaNG4e2334aTkxOGDBlSaHkaNmyI8PBwfPLJJxg4cCAqV66MoUOHYtq0aSYDOE2ePBl///03Pv74Y2RkZIAxZjJ4lEGDBg0QExODjz/+GBMnTkR2drbU3bbgPZWfRs2aNdG5c2fs2LEDb7/9tsWWC+QPrtS/f39s27YNQ4cONRqA60nXr1/H+fPnTe5TSwghZU1gvF9pQgghhBBSasLDwzFkyBDcvHmT20VfSZ9++inWrVuH69evmx21mhBCygo1WgkhhBBCygHGGDp06ICWLVviu+++K9XPTk9PR+3atfHtt9+a3HqJEELKGt3yhhBCCCGkHBAEAT/88AOqVatW6P2GLS0+Ph4zZszA0KFDS/VzCSGkKOhMKyGEEEIIIYSQcqtMz7SGhISgdevWcHNzg6enJ1566SVcvnyZO////vc/CIKAxYsXF7rs8PBwBAYGwsHBAYGBgdi2bZvJPMuWLYO/vz8cHR3RsmVLHDlyxOj1RYsWwcvLC15eXvjmm2+MXjt+/DhatmxZ4tsbEEIIIYQQQggpXJk2Wg8fPoyJEyfi2LFj2LdvH3Q6HYKDg/Ho0SOTebdv347jx48X6abxR48exZAhQzBs2DCcPXsWw4YNw+DBg3H8+HFpns2bN2PKlCmYOXMmTp8+jc6dO6Nv375ISEgAAJw/fx6zZs3Cxo0bsWHDBnz88ce4cOECAECr1WLcuHFYsWIF1Gq1hdIghBBCCCGEEFJQueoefPfuXXh6euLw4cPo0qWLND0pKQlt27bF3r178fzzz2PKlCmYMmUKdzlDhgxBZmYmdu/eLU0z3BNu48aNAIC2bduiRYsWWL58uTRPQEAAXnrpJYSEhGDLli34+uuvpXvQtW3bFtOnT8egQYMwb9483L59G0uWLLFwAoQQQgghhBBCnlSuxjPPyMgAAHh4eEjTRFHEsGHD8P7776NRo0ZFWs7Ro0cxdepUo2l9+vSRuhXn5eXh5MmT+Oijj4zmCQ4ORkxMDID8G49fuXIFCQkJYIzhypUrCAoKwrVr1xAWFoaTJ0/KlkEURdy4cQN2dnZGN+h2cHCAg4NDkepBCCGEEEKIrWGMISsrC9WqVZPujW0NcnJykJeXp/jn2Nvbc++n/KwqN41WxhimTZuGTp06ISgoSJo+f/58aDQavPvuu0VeVmpqKry8vIymeXl5ITU1FQBw79496PV62XkCAgIwb9489O7dG0D+9bcBAQHo1asXFixYgL1792LOnDmws7PDkiVLjM4MA0BycjLq1KlT9AAIIYQQQgh5hiQmJqJGjRplXYwiycnJgb+vK1LvKD+ejbe3N+Lj46nh+oRy02idNGkSzp07hz/++EOadvLkSSxZsgSnTp0yOltZFAXnZ4yZTCtsnnHjxmHcuHHS32FhYXBzc0P79u3RoEEDxMbG4tatW3jttdcQHx9vdAbVzc0NQP61sRUrVpQGbHJ2dpZu2K1Wq6HT6SAIgvRcpVJBpVJxn2u1WqjVaum5RqOBIAjScwDQ6XRGz+3s7MAYk56Logi9Xi89F0URGo2G+1yv14MxJj03lJ33nOpEdaI6UZ2oTlQnqhPViepEdeLV6cGDB/D395f2l61BXl4eUu/ocfOkHyq4KXd2ODNLhG/LG8jLy6NG6xPKRaP1nXfewW+//Ybo6Gijoy1HjhzBnTt3UKtWLWmaXq/He++9h8WLF+PGjRtml+ft7S2dMTW4c+eOdGa1SpUqUKvVsvMUdO/ePcydOxfR0dE4fvw46tevj3r16qFevXrQarW4cuUKGjduLM1vaPz6+PigcuXKRQ/jGaHVahEREYF+/fqhQoUKZV2ccuXJbOzs7Mq6OOUO5cOn1Wpx8OBBysYM2m7kUT58lI08yoePsuHTarUATE8gWQNXNwGubsqVW4T1ZVIayrQTOWMMkyZNwtatWxEVFQV/f3+j14cNG4Zz587hzJkz0qNatWp4//33sXfvXu5y27dvj3379hlNi4yMRIcOHQDk9xNv2bKlyTz79u2T5iloypQpmDp1KmrUqAG9Xi992YD8o1u8W98YjoARYxqNBsHBwZSPGZSNPMqHj7Lho2zkUT58lI08yoePsuGjTEhxlekWM3HiRGzYsAE7duyAm5ubdObT3d0dTk5OqFy5sslZSjs7O3h7e6NBgwbStOHDh6N69eoICQkBAEyePBldunTB/PnzMWDAAOzYsQP79+836no8bdo0DBs2DK1atUL79u2xatUqJCQkGHUHNti3bx+uXr2KdevWAQDatGmDS5cuYffu3UhMTIRarTYqDyka+sHio2zkUT58lA0fZSOP8uGjbORRPnyUje3RMxF6Be+9omeicgu3YmV6pnX58uXIyMhAt27d4OPjIz02b95crOUkJCQgJSVF+rtDhw7YtGkTQkND0aRJE4SFhWHz5s1o27atNM+QIUOwePFizJ07F82aNUN0dDQiIiLg6+trtOzs7GxMmjQJK1eulEY3q169Or799luMGjUKX375JdauXQsnJyezZdPpdMWqy7NCp9MhIiKC8jGDspFH+fBRNnyUjTzKh4+ykUf58FE2fJQJKa5ydZ9WW5KZmQl3d3ekp6fD3d2dO1/BrsbPCsNAAYaBBch/KBt5lA9fUbOxs7ODWq0uxZKVPdpu5FE+fJSNPMqHj7Lhy8jIQMWKFZGRkWE1Y5sY9u1TL9dSfCAm7wYJVpVNaaA+C2WEMYbU1FSkp6eXdVHKjLkRnUk+ykYe5cNX1GwqVqwIb2/vZyrHJ0faJKYoHz7KRh7lw0fZEGIZ9C1SGK/7g6HB6unpCWdn56fbcWQMwpkzYM2bl3wZpUwURTx8+BCurq5WdVPp0kDZyKN8+IqSDWMMjx8/xp07dwDkj3D+LNDpdIiMjKRRPDkoHz7KRh7lw0fZ8Flz92ARIpS86lTZpVsv6h6sEEMXAnOn9vV6Pa5cuQJPT0/L3A4nKgro2RM4cADo0ePpl0cIsXn379/HnTt3UL9+/WeuqzAhhJCyJbefXF4Zypx8uYbi3YOrNbhlVdmUBjpNoTBzxwQM17A6Oztb5kO2bMn/95dfLLO8UsAYk25iTYxRNvIoH77iZGP4/XlWrqlnjCEzM5O2Gw7Kh4+ykUf58FE2fNaciZ4xxR/EFDVaFSbX/cEi15Lp9f81Vn/5Jf9vK8AYQ1ZWllX/aCmFspFH+fAVJ5tn6VpWIP+3+MiRI1bdJU1JlA8fZSOP8uGjbPgoE1Jc1D1YIXLdHnJychAfHw9/f384Ojo+3QcdPgx062b8d5cuT7dMQojNs+jvECGEEFIM1tw9+Oalaop3D/ZtmGxV2ZQGOtOqMFFU+GLq8HDAMCqdRpP/txUwDAOv5DGTbt26YcqUKRaf92kJgoDt27dz/y6NbIri0KFDEASh3I1wXV7yeRqMMbz99tvw8PCAIAg4c+ZMoe8puD7CwsJQsWJFk+VaezZKEUURDx48UP432UpRPnyUjTzKh4+y4aNMSHFRo1VheiW764pi/vWshi4WOl3+3wr+EIwcORKCIGDcuHEmr02YMAGCIGDkyJGFLocxhkePHpVo5zosLAyCIEgPLy8vvPDCC/j777+N5tu6dSs+//zzYi+/uIKDg6FWq3Hs2LESvT8lJQV9+/aV/n6abEq7oenn5yetBycnJzRs2BALFy4sVtnNNb7kPE0+cmV4cpvy8fHB4MGDER8f/1TL5a2PPXv2ICwsDDt37kRKSgqCgoKKvewhQ4bgypUrRtOUyMZW6PV6xMbGKvubbMUoHz7KRh7lw0fZ8FlzJiIY9Ao+RND/4eZQo1Vhig5xfuIEcPu28bTUVCA2VrnPBFCzZk1s2rQJ2dnZ0rScnBxs3LgRtWrVKtIyVCoV3N3dS3zLkgoVKiAlJQXJycnYtWsXHj16hOeffx55eXnSPB4eHnBzcyvR8osqISEBR48exaRJk7B69eoSLcPb2xsODg7S30+bTWmbO3cuUlJSEBcXh+nTp+Pjjz/GqlWrFPs8uXyeZlChJ7epDRs24MyZM3jxxRdL/B+rXFmuX78OHx8fdOjQAd7e3iW6h5+TkxM8PT2NplnbtlOa7Ozs0KdPH7rtBAflw0fZyKN8+CgbPsqEFBft2Sjsqbo/bNkCjBjBf7zzzn9dgw00GmDSJPn3GUYbLqEWLVqgVq1a2Lp1qzRt69atqFmzJpoXuFfsnj170KlTJ1SsWBGVK1dG//79cf36dTDGoNVqsXbtWri6uuLq1avSe9555x3Ur18fjx494pZBEAR4e3vDx8cHrVq1wtSpU3Hz5k1cvnxZmqdgl99ly5ahXr16cHR0hJeXF1599VXu8vfs2QN3d3esW7dONovQ0FD0798f48ePx+bNm03KfPXqVXTp0gWOjo4IDAzEvn37zNbF0D3YcGbu7t270tmyM2fOQBAE3LhxAwBw8+ZNvPDCC6hUqRJcXFzQqFEjRERE4MaNG+jevTsAoFKlSkZnvRljWLBgAWrXrg0nJyc0bdoUv/76q1E5IiIiUL9+fTg5OaF79+7S5xXGzc0N3t7e8PPzw5gxY9CkSRNERkZKr+fl5eGDDz5A9erV4eLigrZt2+LQoUNSfUeNGoWMjAzpLOecOXNMcjGoWLEiQkNDodVqER8fD0EQsGXLFnTr1g2Ojo746aefMHLkSLz00ktYtGgRfHx8ULlyZUycOLHQBu2T21T37t0xe/ZsXLhwAdeuXQMALF++HHXq1IG9vT0aNGiA9evXm7x/xYoVGDBgAFxcXDBmzBiz62PkyJF45513kJCQAEEQ4OfnBwDIzc3Fu+++C09PTzg6OqJTp06IlTkAZe4M9bJly2TL+CwTRRF37tyhLmkclA8fZSOP8uGjbPisORPx37OhSj6IqeIf3ifF8lRfysuXAUOjSaUCzI32WfAskE4HnD6d/3gSY/91G65bt+Rl+teoUaMQGhqKN954AwCwZs0avPXWW1JjxODRo0eYNm0aGjdujEePHmHWrFl4+eWXcfr0aWRnZ2P48OHYtWsX3njjDcTExGD//v1YuXIl/vzzT7i4uBSpLOnp6diwYQMA/pG7v/76C++++y7Wr1+PDh064MGDBzhy5IjZeTdt2oS3334b69evx4ABA7ifyxhDaGgovv/+ezRs2BD169fHli1bMGrUKAD5637gwIGoUqUKjh07hszMzCJfN/vkWeyCJk6ciLy8PERHR8PFxQUXL16Eq6sratasifDwcLzyyiu4fPkyKlSoACcnJwDAJ598gq1bt2L58uWoV68eoqOj8eabb6Jq1aro2rUrEhMTMXDgQIwbNw7jx4/HX3/9hffee69IZX0yj8OHDyMuLg716tWTpo8aNQo3btzApk2bUK1aNWzbtg3PPfcczp8/jw4dOmDx4sWYNWuWdMDB1dW1WPl8+OGH+OqrrxAaGgoHBwccPnwYBw8ehI+PDw4ePIhr165hyJAhaNasGcaOHVvk+hiy02q12LZtGyZPnozFixejV69e2LlzJ0aNGoUaNWpIDVMAmD17NkJCQvDNN99ArVZjwIABZtdHnTp1sGrVKsTGxkr3SP3ggw8QHh6OtWvXwtfXFwsWLECfPn1w7do1eHh4FFrebdu2YcqUKQgJCUH//v2xa9cus2V8VomiiAsXLqBLly50JtoMyoePspFH+fBRNnzW3GglZYQRRWRkZDAALCMjw+S17OxsdvHiRZadnV34gjZtYszFhTGNhrH8pmfJHhpN/nI2bXqqeo0YMYINGDCA3b17lzk4OLD4+Hh248YN5ujoyO7evcsGDBjARowYwX3/nTt3GAB2/vx5adqDBw9YjRo12Pjx45mXlxf74osvZMsQGhrKADAXFxfm7OzMADAA7MUXXzSar2vXrmzy5MmMMcbCw8NZhQoVWGZmptllGub9/vvvmbu7O4uKiio0i8jISFa1alWm1WoZY4x98803rGPHjtLre/fuZWq1miUmJkrTdu/ezQCwbdu2SdOe/PvgwYMMAEtLS5NeP336NAPA4uPjGWOMNW7cmM2ZM8dsmcy9/+HDh8zR0ZHFxMQYzTt69Gj2+uuvM8YYmzFjBgsICGCiKEqvf/jhhybLKsjX15fZ29szFxcXZmdnxwAwR0dH9ueffzLGGLt27RoTBIElJSUZva9nz55sxowZjLH89enu7m6y7II5McaYu7s7Cw0NZYwxFh8fzwCwxYsXG80zYsQI5uvry3Q6nTRt0KBBbMiQIdx6FCxDYmIia9euHatRowbLzc1lHTp0YGPHjjV6z6BBg1i/fv2MyjtlyhSjecytD8bytxVfX1/p74cPHzI7Ozv2888/S9Py8vJYtWrV2IIFC8wuq2CZi1LGJxXrd4gQQgixILn95PLKUOYrcV4s5ZaPYo8rcV5Wl01poMM+CnvqI0lDhgDnzwPNm5s/01oUgpD//gsX8pdnAVWqVMHzzz+PtWvXIjQ0FM8//zyqVKliMt/169cxdOhQ1K5dGxUqVIC/vz+A/C6ueXl5YIyhUqVKWL16tdT98qOPPir0893c3HDmzBmcPHkSK1asQJ06dbBixQru/L1794avry9q166NYcOG4eeff8bjx4+N5gkPD8eUKVMQGRlZpDNTq1evxpAhQ6TrEV9//XUcP35cOmMYFxeHWrVqoUaNGtJ72rdvX+hyAUjZmPPuu+/iiy++QMeOHTF79mycO3dOdlkXL15ETk4OevfuDVdXV+mxbt06XL9+XSpru3btjO7dWdSyvv/++zhz5gwOHz6M7t27Y+bMmejQoQMA4NSpU2CMoX79+kafffjwYemzi4sxZpRPq1atTOZp1KiRdAYTAHx8fHDnzh3Z5WZkZMDV1RUuLi6oWbMm8vLysHXrVtjb2yMuLg4dO3Y0mr9jx46Ii4szmmauLEVx/fp1aLVao8+ws7NDmzZtTD6DJy4uDh06dDDKxlwZn1WiKCIpKYmO7nNQPnyUjTzKh4+y4aNMSHFR92CFWeRL6e8P/Pkn8NlnwLx5+Y3QoixXpco/z/rxx8Ds2YCFL3p/6623MGnSJADA999/b3aeF154ATVr1sQPP/yAatWqQRRFBAUFIS8vD7m5uVJ33ujoaKjVaiQnJ+PRo0eF3pdKpVKh7r/dnBs2bIjU1FQMGTIE0dHRZud3c3PDqVOncOjQIURGRmLWrFmYM2cOYmNjpesCmzVrhlOnTiE0NBStW7c2asAV9ODBA2zfvh1arRbLly+Xpuv1eqxZswbz58832+iUW6ahXkD+wFYGBa/FHDNmDPr06YNdu3YhMjISISEh+Oqrr/DOO++YXaZhG9y1axeqV69u9JphACheA7koqlSpgrp166Ju3boIDw9H3bp10a5dO/Tq1QuiKEKtVuPkyZNGjUig8G7AgiCYlMuQRW5urjTNXDfygt3EBUEo9Lto2EZUKhW8vLxMlltw3THGTKYVtUt7QYZ6FuUz5AiCYPS9Ku77bZkoirh+/Tq8vLyom54ZlA8fZSOP8uGjbPisudEq/vtQcvnEFH2DFFaSUUHNsrMDvvgCOHAAqFIFKNAAMKFW58934ED++xQYpe25555DXl4e8vLy0KdPH5PX79+/j7i4OHzyySfo2bMnAgICkJaWBiB/59rNzQ2CICAmJgYLFizA77//jgoVKnAbX3KmTp2Ks2fPYtu2bdx5NBoNevXqhQULFuDcuXO4ceMGoqKipNfr1KmDgwcPYseOHYWW4eeff0aNGjVw9uxZnDlzRnosXrwYa9euhU6nQ2BgIBISEpCcnCy97+jRo7LLrVq1KgDg4cOHUmPD3D08a9asiXHjxmHr1q1477338MMPPwAA7O3tARgPJR8YGAgHBwckJCRIjUvDo2bNmtI8BW/ZU5Jb+FSqVAnvvPMOpk+fDsYYmjdvDr1ejzt37ph8tre3t1RmcyP0Vq1aFSkpKdLfV69exePHj422HUsyHAipXbu2SeMzICAAf/zxh9G0mJgYBAQEyC7T3Powp27durC3tzf6DK1Wi7/++qvQz3iyjH/++adRNkUp47NCo9GgS5culvtNtjGUDx9lI4/y4aNs+CgTUly0xSjM4keSuncHJkwAinL/0QkT8udXiFqtlroeFjyLBuQ3YCpXroxVq1bBx8cHCQkJUtdfxhhyc3ORm5uLYcOG4Z133kHfvn1Rq1YttGrVCv3798egQYOKXJYKFSpgzJgxmD17Nl566SWTBs3OnTvxzz//oEuXLqhUqRIiIiIgiiIaNGhgNF/9+vVx8OBBdOvWDRqNBosXLzb7eatXr8arr75qcn9NX19ffPjhh9i1axdeeOEFNGjQAMOHD8dXX32FzMxMzJw5U7YehobkrFmz8OWXX+LatWv46quvjOaZMmUK+vbti/r16yMtLQ1RUVFSw8TX1xeCIGDnzp3o168fnJyc4ObmhunTp2Pq1KkQRRGdOnVCZmYmYmJi4OrqihEjRmDcuHH46quvMG3aNPzvf//DyZMnERYWVoTkTU2cOBHz589HeHg4Xn31VbzxxhtSBs2bN8e9e/cQFRWFxo0bo1+/fvDz88PDhw9x4MABNG3aFM7OznB2dkaPHj3w3XffoV27dhBFER9++CHs7Oykbedpzg4X1/vvv4/BgwejRYsW6NmzJ37//Xds3boV+/fvl32fufVh7gyzi4sLxo8fj/fffx8eHh6oVasWFixYgMePH2P06NHFKmOTJk0QHByMnTt3FqmMzwpRFJGYmIiaNWvSGQ8zKB8+ykYe5cNH2fBZ85lWw/1UlVw+MUXfIIUp8qXcssV01OCC9Hrgl18s/9kFVKhQgduVV6VSYdOmTTh58iSCgoIwdepULFy4UHpdq9Vi8uTJcHFxwbx58wDkX4s4f/58jBs3DklJScUqy+TJkxEXF4dfzNS7YsWK2Lp1K3r06IGAgACsWLECGzduRKNGjUzmbdCgAaKiorBx40azI+iePHkSZ8+exSuvvGLympubG4KDg7F69WqoVCps27YNubm5aNOmDcaMGYMvv/xStg52dnbYsGEDLl26hGbNmmH+/Pn44osvjObR6/WYOHEiAgIC8Nxzz6FBgwZYtmwZAKB69er47LPP8NFHH8HLy0vqvv35559j1qxZCAkJQUBAAPr06YPff/9dusa4Vq1aCA8Px++//46mTZtixYoV0joprqpVq2LYsGGYM2cORFFEaGgohg8fjvfeew8NGjTAiy++iOPHj0tneTt06IBx48ZhyJAhqFq1KhYsWAAA+Oqrr1CzZk106dIFQ4cOxfTp0+Hs7Azg6e7HWhIvvfQSlixZgoULF6JRo0ZYuXIlQkND0a1bN9n38daHOf/3f/+HV155BcOGDUOLFi1w7do17N27F5UqVSpyGRcvXoyvv/4aQUFBRS7js4KuLZNH+fBRNvIoHz7Kho8yIcUlsNI8XfEMyczMhLu7OzIyMkwadTk5OYiPj4e/vz8cHR2Lt+CrV4H69U2nq9XmG7JXr1rkFjdEGbm5uXB0dMS+ffvQq1evsi4OeYY81e8QIYQQ8hTk9pPLK0OZz130hJubcuf9srJENAm8Y1XZlAY606qwwq5lK7bw8PwBlgwM3WBbtDD+G8ifLzzcsp9vIYwx5OTklGoXz/ImMzMTGzduhEqlQsOGDaXplI08yoePsuHT6/W4du2a5X+TbQTlw0fZyKN8+CgbPsqEFBc1WhVm8Z3HzZvzRwQGAI0GcHXN7wZ84kR+t2EXl/zp+R+eP3859az/YM2ePRsffvgh5s+fb3RbHICyKQzlw0fZmMcYQ1paGjXoOSgfPspGHuXDR9nwWXMmYik8iCnqHqwQRboH37wJ+PnlPxcEoG1bYNMmwNfXeJ4hQ/IbsYZVe/MmUKvW01WIEGJTqHswIYSQsmLN3YPPlEL34GbUPdgEnWlVmEXPemzdmv+vIACffAIcOWLcYAXy//7jD2DmzP+6ChveV44wxpCdnW3VR9qUQtnIo3z4KBs+vV6PS5cu0ZloDsqHj7KRR/nwUTZ81pyJCAF6BR8i6P7q5lCj1ZqcOgV4ewNRUcDcuf91Ay5Io8m/JU5UVP78J0+WbjmLiHas+SgbeZQPH2XDl52dXdZFKNcoHz7KRh7lw0fZEGIZdJ9WhZm7f6lBsYf7Xr48f3Clf2/7Uahu3YDr14FyOKy4IAjS7UuIMcpGHuXDV5xsnrXbDajVajRv3rysi1FuUT58lI08yoePsuGT2z8u70SW/1By+cQUNVoVZq77g729PVQqFZKTk1G1alXY29tDEIrQFcBwZjUnp+gFUKnyH8V5TylgjCE3NxcODg5Fq/szhLKRR/nwFSUbxhjy8vJw9+5dqFQq2Nvbl3Ipy4Zer0dcXBwCAgKsemdJKZQPH2Ujj/Lho2z4rLl7MCkb1GgtAyqVCv7+/khJSUFycnJZF6dMMMag1WphZ2dHDY8CKBt5lA9fcbJxdnZGrVq1oFLRVSKEEEJIURmuPVVy+cQUjR6skKKMisYYg06no6NNhJBSpVarodFoqNFPCCGkTFjz6MHH//aGq4KjBz/MEtG2UapVZVMa6EyrwuQapIIgwM7ODnZ2dqVYovJBr9fj3LlzaNKkCXWZKYCykUf58FE2fJSNPMqHj7KRR/nwUTZ81nzChs60lg3qF0bKjJOTU1kXodyibORRPnyUDR9lI4/y4aNs5FE+fJQNIZZB3YMVYo3dHgghhBBCCFGaNe4nG8r8x4VqincP7hSUbFXZlAY606ownU5X1kUol3Q6HWJjYykfMygbeZQPH2XDR9nIo3z4KBt5lA8fZcNHmZDiomtaFUYDnZgnCAIqVapE+ZhB2cijfPgoGz7KRh7lw0fZyKN8+CgbPmvOhK5pLRvUPVgh1tjtgRBCCCGEEKVZ436yocyHL1RXvHtw16Akq8qmNFD3YIVR9wfzdDodYmJiKB8zKBt5lA8fZcNH2cijfPgoG3mUDx9lw2fNmeihUvxBTFEqClOpKGJzVCoVqlevTvmYQdnIo3z4KBs+ykYe5cNH2cijfPgoGz7KhBQXdQ9WiDV2eyCEEEIIIURp1rifbCjzgfO14KJg9+BHWSJ6Nk6wqmxKAx3mUJg1d39Qkk6nQ3R0NOVjBmUjj/Lho2z4KBt5lA8fZSOP8uGjbPgoE1JcNHqwwqj7g3kqlQp16tShfMygbORRPnyUDR9lI4/y4aNs5FE+fJQNnzVnQqMHlw1qtCrMmr+USjJc50FMUTbyKB8+yoaPspFH+fBRNvIoHz7Kho/2j0lx0RajMOr+YJ5Op0NUVBTlYwZlI4/y4aNs+CgbeZQPH2Ujj/Lho2z4rDkTPVMp/iCmKBWF0ZEk81QqFYKCgigfMygbeZQPH2XDR9nIo3z4KBt5lA8fZcNHmZDiou7BCqMvpXkqlQqenp5lXYxyibKRR/nwUTZ8lI08yoePspFH+fBRNnzWvH8sQoCo4Hk/EXRjF3Osd4uxElqttqyLUC5ptVrs3buX8jGDspFH+fBRNnyUjTzKh4+ykUf58FE2fJQJKS4606owtVpd1kUol9RqNVq3bk35mEHZyKN8+CgbPspGHuXDR9nIo3z4KBs+a86ERg8uG9RoVZg1d39QkkqlgoeHR1kXo1yibORRPnyUDR9lI4/y4aNs5FE+fJQNH+0fk+KiLUZh1P3BPK1Wi127dlE+ZlA28igfPsqGj7KRR/nwUTbyKB8+yobPmjOh0YPLhsAYo6t9FZCZmQl3d3ekp6fD3d29rItT7jDGkJWVBTc3NwgCdYN4EmUjj/Lho2z4KBt5lA8fZSOP8uGjbPgyMjJQsWJFZGRkoEKFCmVdnCIx7NtvO1sPLm7KdW9+lKXHy02vWlU2pYG6ByuMfqTMEwSBvogclI08yoePsuGjbORRPnyUjTzKh4+y4bPm/eP80YOVK7+Sy7ZmdP5ZYdbc/UFJWq0WO3bsoHzMoGzkUT58lA0fZSOP8uGjbORRPnyUDR9lQoqLugcrhLoHy2OMIScnB46OjlZ9tE0JlI08yoePsuGjbORRPnyUjTzKh4+y4bPm7sG/nG0IZwW7Bz/O0mNQ00tWlU1poDOtpMxoNNQ7nYeykUf58FE2fJSNPMqHj7KRR/nwUTaEWAY1WhWm0+nKugjlkk6nQ0REBOVjBmUjj/Lho2z4KBt5lA8fZSOP8uGjbPisORMaPbhsUPdghVD3YHmMMeh0Omg0GuoyUwBlI4/y4aNs+CgbeZQPH2Ujj/Lho2z4rLl78KYzgYp3D36t2UWryqY0UFOelBlrPsqmNMpGHuXDR9nwUTbyKB8+ykYe5cNH2dgeESrFH8QUpaIw+rEyT6fTITIykvIxg7KRR/nwUTZ8lI08yoePspFH+fBRNnyUCSku6h6sEEMXAjq1TwghhBBCyH+scT/ZUOb1pxsr3j14WPPzVpVNaaAzrQqjYwLmMcaQmZlJ+ZhB2cijfPgoGz7KRh7lw0fZyKN8+CgbPsqEFBc1WhVG3R/M0+l0OHLkCOVjBmUjj/Lho2z4KBt5lA8fZSOP8uGjbPisORM9VIo/iCnqHqwQa+z2QAghhBBCiNKscT/ZUOaw000V7x48svlZq8qmNFBTXmGiKJZ1EcolURTx4MEDyscMykYe5cNH2fBRNvIoHz7KRh7lw0fZ8FlzJiJTKf4gpigVhen1+rIuQrmk1+sRGxtL+ZhB2cijfPgoGz7KRh7lw0fZyKN8+CgbPsqEFBd1D1aINXZ7IIQQQgghRGnWuJ9sKPMPp1oq3j14bIuTVpVNaSjTM60hISFo3bo13Nzc4OnpiZdeegmXL1+WXtdqtfjwww/RuHFjuLi4oFq1ahg+fDiSk5MLXXZ4eDgCAwPh4OCAwMBAbNu2zWSeZcuWwd/fH46OjmjZsiWOHDli9PqiRYvg5eUFLy8vfPPNN0avHT9+HC1btiz0SJE1d39QkiiKuHPnDuVjBmUjj/Lho2z4KBt5lA8fZSOP8uGjbPgoE1JcZdpoPXz4MCZOnIhjx45h37590Ol0CA4OxqNHjwAAjx8/xqlTp/Dpp5/i1KlT2Lp1K65cuYIXX3xRdrlHjx7FkCFDMGzYMJw9exbDhg3D4MGDcfz4cWmezZs3Y8qUKZg5cyZOnz6Nzp07o2/fvkhISAAAnD9/HrNmzcLGjRuxYcMGfPzxx7hw4QKA/Mb0uHHjsGLFCqjV8kda6EtpniiKuHDhAuVjBmUjj/Lho2z4KBt5lA8fZSOP8uGjbPisORMRgJ4Jij1KkkxhJ+KedOjQIQiCYPK4dOmSNE9YWJjZeXJyckpQOssoV92D7969C09PTxw+fBhdunQxO09sbCzatGmDmzdvolatWmbnGTJkCDIzM7F7925p2nPPPYdKlSph48aNAIC2bduiRYsWWL58uTRPQEAAXnrpJYSEhGDLli34+uuvcezYMWn+6dOnY9CgQZg3bx5u376NJUuWcOtijd0eCCGEEEIIUZo17icbyrzyVEs4uWoU+5zshzr8rxjdgzdv3oxhw4Zh2bJl6NixI1auXIkff/wRFy9eNNtWOnToELp3747Lly8bLb9q1arSybiwsDBMnjzZqAcsAHh7ez9l7UquXA3ElJGRAQDw8PCQnUcQBFSsWJE7z9GjRxEcHGw0rU+fPoiJiQEA5OXl4eTJkybzBAcHS/M0btwYV65cQUJCAm7evIkrV64gKCgI165dQ1hYGL744osi1enBgwfIzMxEWloa0tLSkJubC71eL3Ur1ul0Rs8NR554z7VardFzwzEHw3PGmMlzAEbPRVE0em64VxbvuV6vN3puKC/veVHqlJeXh1u3bkllsYU6WWo95ebmIikpCTqdzmbqZMn1JIoiEhMTpeXYQp0stZ5EUURCQoK0fFuok6XWk06nQ0JCgpSTLdTJkutJq9UiKSkJWq3WZupkqfWk0+mQlJSE3Nxcm6mTJddTUb5b1lYnS60nrVaLxMRE6X22UCdLrafc3FxYKxEqxR/F8fXXX2P06NEYM2YMAgICsHjxYtSsWdPoxJw5np6e8Pb2lh4Fe48KgmD0elk2WIFy1GhljGHatGno1KkTgoKCzM6Tk5ODjz76CEOHDpU98pCamgovLy+jaV5eXkhNTQUA3Lt3D3q9XnaegIAAzJs3D71790ZwcDBCQkIQEBCAcePGYcGCBdi7dy+CgoLQvHlzREdHc8vi7+8Pd3d3eHh4wMPDAyEhITh37hyuXr0KADh9+jTi4+MBACdOnEBiYiIAICYmBikpKQCA6Oho3Lt3DwAQFRWF9PR0AEBkZCSysrIAABEREcjJyYFOp0NERAR0Oh1ycnIQEREBAMjKykJkZCQAID09HVFRUVIWhvKnpKRIjfbExEScOHECABAfH4/Tp08DAK5evYpz584BAOLi4hAXFwcAxa7TkSNHcPnyZYiiaDN1stR62r9/P65fv460tDSbqZMl15Moivj7779tqk6WWk+iKOLMmTNIS0uzmTpZaj2lpaXhzJkzEEXRZupk6fV0/fp1nD9/3qbqZIn1lJaWhuvXr2P//v02UydLrqe7d+/i7NmzEEXRZupkqfV0/vx5XLx4EaIo2kydLLWeDh06BCIvMzPT6GGuoV+UE3E8zZs3h4+PD3r27ImDBw+avP7w4UP4+vqiRo0a6N+/v7RtlJVy0z144sSJ2LVrF/744w/UqFHD5HWtVotBgwYhISEBhw4dkm202tvbY+3atXj99delaT///DNGjx6NnJwcJCcno3r16oiJiUH79u2leb788kusX7/eqE/3k8LCwrBjxw6sWLECDRo0QGxsLG7duoU33ngD8fHxcHBwkOY1dCG4ceMGKlWqJB2JcnZ2hkaT36VArVZDp9NBEATpuUqlgkql4j7XarVQq9XSc41GA0EQpOdA/lGtJ5/b2dmBMSY9F0URer1eei6KIjQaDfe5Xq8HY0x6big77znViepEdaI6UZ2oTlQnqhPVierEq9P9+/dRpUoVq+we/N3Jtop3D57U8rjJ9NmzZ2POnDlG0wxtmj///BMdOnSQps+bNw9r16416d4LAJcvX0Z0dDRatmyJ3NxcrF+/HitWrMChQ4ekyzOPHTuGa9euoXHjxsjMzMSSJUsQERGBs2fPol69epatcBEpl3gxvPPOO/jtt98QHR3NbbAOHjwY8fHxiIqKKnTj9vb2ls6YGty5c0c6s1qlShWo1WrZeQq6d+8e5s6di+joaBw/fhz169dHvXr1UK9ePWi1Wly5cgWNGzc2eZ+7u7tseQ0/NkV9bmdnV6LngiBIzw0/HkV9/mR3gaI8L0o9VCoVEhMTUbNmTZupk6XWk1qtxs2bN42ysfY6WXI9iaKIW7duoWbNmjZTJ7nnxamTKIpITk6WsrGFOhW3Hrw6AZCysZU6WXI9iaIo/e4Y5rf2Opl7XpI6PZmNIAg2UaeSPOfVCQCSkpJkv1vWVidLrSdBEKR9HVupk6XWU2EDmZL8s+BPtiGePDlWkOG3yYAxZjLNoEGDBmjQoIH0d/v27ZGYmIhFixZJjdZ27dqhXbt20jwdO3ZEixYt8O2332Lp0qUlqs/TKtPuwYwxTJo0CVu3bkVUVBT8/f1N5jE0WK9evYr9+/ejcuXKhS63ffv22Ldvn9G0yMhI6QiEvb09WrZsaTLPvn37jI5SPGnKlCmYOnUqatSoIV3/Y/Bkn/6CDH33iTFRFJGUlET5mEHZyKN8+CgbPspGHuXDR9nIo3z4KBs+a85EhKD4AwAqVKhg9DDXaC3JiThz2rVrJ3X7NkelUqF169ay8yitTM+0Tpw4ERs2bMCOHTvg5uYmBe7u7g4nJyfodDq8+uqrOHXqFHbu3Am9Xi/N4+HhAXt7ewDA8OHDUb16dYSEhAAAJk+ejC5dumD+/PkYMGAAduzYgf379+OPP/6QPnvatGkYNmwYWrVqhfbt22PVqlVISEjAuHHjTMq5b98+XL16FevWrQMAtGnTBpcuXcLu3buRmJgItVptdMTiSU8eYSL/0Wg03AMEzzrKRh7lw0fZ8FE28igfPspGHuXDR9nw0f6xZTx5Iu7ll1+Wpu/btw8DBgwo8nJOnz4NHx8f7uuMMZw5c8Zsr9LSUqZbjGFUq27duhlNDw0NxciRI3Hr1i389ttvAIBmzZoZzXPw4EHpfQkJCUbdVDp06IBNmzbhk08+waeffoo6depg8+bNaNu2rTTPkCFDcP/+fcydOxcpKSkICgpCREQEfH19jT4nOzsbkyZNwubNm6XPqF69Or799luMGjUKDg4OWLt2LZycnMzWkXcG9lmn1+sRHx8Pf39/6iJSAGUjj/Lho2z4KBt5lA8fZSOP8uGjbPisef9Yz1TQM+U6qxZ32YWdiJsxYwaSkpKkk2+LFy+Gn58fGjVqhLy8PPz0008IDw9HeHi4tMzPPvsM7dq1Q7169ZCZmYmlS5fizJkz+P777y1X0WIq00ZrYWNA+fn5FToPYH4EsldffRWvvvqq7PsmTJiACRMmyM7j5ORk9iLmMWPGYMyYMYWWrZyMc1XuMMaQlpYGPz+/si5KuUPZyKN8+CgbPspGHuXDR9nIo3z4KBs+2j+2nMJOxKWkpCAhIUGaPy8vD9OnT0dSUhKcnJzQqFEj7Nq1C/369ZPmSU9Px9tvv43U1FS4u7tLd0tp06ZNqdfPoNyMHmxrrPGmyYQQQgghhCjNGveTDWVe9FcnxUcPnt7qD6vKpjSUm/u02ipr7v6gJL1ej0uXLlE+ZlA28igfPsqGj7KRR/nwUTbyKB8+yoaPMiHFRVdBkzKTnZ1d1kUotygbeZQPH2XDR9nIo3z4KBt5lA8fZWN7RCZAZOZvJ2Op5RNT1D1YIdbY7YEQQgghhBClWeN+sqHMC2I7K949+IPWR6wqm9JA3YMVRt0fzNPr9bhw4QLlYwZlI4/y4aNs+CgbeZQPH2Ujj/Lho2z4rDkTESroFXyI1Dwzi1IhhBBCCCGEEFJuUfdghVhjtwdCCCGEEEKUZo37yYYyzzvRHY4Kdg/OeajDx20OWlU2pYHOtCrMmrs/KEmv1+P06dOUjxmUjTzKh4+y4aNs5FE+fJSNPMqHj7Lho0xIcdHowaTMODk5lXURyi3KRh7lw0fZ8FE28igfPspGHuXDR9nYHj0E6KHcCL9KLtuaUfdghVhjtwdCCCGEEEKUZo37yYYyf36ih+Ldgz9tE2VV2ZQG6h6sMJ1OV9ZFKJd0Oh1iY2MpHzMoG3mUDx9lw0fZyKN8+CgbeZQPH2XDZ82ZiEyl+IOYolQUJgh0it8cQRBQqVIlyscMykYe5cNH2fBRNvIoHz7KRh7lw0fZ8FEmpLioe7BCrLHbAyGEEEIIIUqzxv1kQ5lnHe8FR1c7xT4n56EWc9vut6psSgOdaVWYNXd/UJJOp0NMTAzlYwZlI4/y4aNs+CgbeZQPH2Ujj/Lho2z4KBNSXDR6sMJUKjouYI5KpUL16tUpHzMoG3mUDx9lw0fZyKN8+CgbeaWdj04v4uixa7hwMQkqtYBWzf3QoplvuexuStsOnzVnovR1p3RNq3nUPVgh1tjtgRBCCCGkvLp8NRUz54Tj3v2HUKvzd+z1ehF+vlUQ8tmr8PF2L+MSkqKyxv1kQ5k/ORasePfgL9pFWlU2pYGa8gqj7g/m6XQ6REdHUz5mUDbyKB8+yoaPspFH+fBRNvJKK587dzMx7cNNeJD2CEB+Y1WvFwEAiYn3MfXDjcjOyVO0DMVF2w6fNWeiZyrFH8QUpaIwa+7+oCSVSoU6depQPmZQNvIoHz7Kho+ykUf58FE28korn22/n0J2Th5E0bSDoF5kSL2dgQMH4xQtQ3HRtsNHmZDioi1GYfSlNI+u8+CjbORRPnyUDR9lI4/y4aNs5JVWPgcOXjTbYDUQBOBgdPlrtNK2Y541Z8IgQFTwwVD+rs8uD6x3i7ES1tz9QUk6nQ5RUVGUjxmUjTzKh4+y4aNs5FE+fJSNPEvlo9Ppce7iLRw/FY+U2xkmrz/Olu/6yxjw8FHuU5XB0mjb4aNMSHHR6MEKs+YjSUpSqVQICgqifMygbORRPnyUDR9lI4/y4aNs5D1tPowxbI04jXWbjyIt47E0vXUzP0wd1ws1fCoBAGrVrIxLl1IgcsYPVatV8PetUqIyKIW2HT5rzkTp607pmlbzKBWFWfOXUkkqlQqenp6UjxmUjTzKh4+y4aNs5FE+fJSNvKfNJ2xzDJasOmDUYAWAk+duYvz7PyP1Tv5Z15f6t+A2WIH8gZle6NusRGVQCm07fJQJKS7aYhSm1WrLugjlklarxd69eykfMygbeZQPH2XDR9nIo3z4KBt5T5PP3ftZWLvpqNnXRJHh4aMcrN2c/3qPbgFo36YOeLdjHTigJRoFVi92GZRE2w6fNWciMkHxBzFFjVaFqdXqsi5CuaRWq9G6dWvKxwzKRh7lw0fZ8FE28igfPspG3tPks/fgRciNOaMXGSIPX0RurhYatQqfz3oZo0d0QaWKztI8Pt7umPZOH7wzrmdJiq8o2nb4KBNSXHRNq8Ko+4N5KpUKHh4eZV2McomykUf58FE2fJSNPMqHj7KR9zT53LmXCZUgQAS/269Wq0dGVg48Heyg0ajx5mvt8dqgtrh7NzO/+21VNwi8069ljLYdPmveP9ZDBb2C5/2UXLY1o1QUZs3dH5Sk1Wqxa9cuyscMykYe5cNH2fBRNvIoHz7KRh4vn8c5efj5t1gMeudHdB36DZ4fuxzf/xSNuw8eSvNUrOAEJnOdKgCoVAJcXRyMpmnUKvh4V4SXZ4Vy22AFaNuRQ5mQ4hJYYb8WpEQyMzPh7u6O9PR0uLu7l3Vxyh3GGLKysuDmVn6PkJYVykYe5cNH2fBRNvIoHz7KRp65fDIf5mDinM34J/EentzLVKkEVHBxxLLPhsCvRmUkJj3AGxNWc5etVgno1K4ePv9wgNLVUARtO3wZGRmoWLEiMjIyUKFChbIuTpEY9u3f/WMAHFztFPuc3IdaLO20w6qyKQ10plVh9CNlniAIqFChfB8hLSuUjTzKh4+y4aNs5FE+fJSNPHP5LF13CPG37qPgaRFRZMh6lINPF+8EYww1q3ugf+8mZgdXUqkEqDVqjBzSQeEaKIe2HT7KhBQXNVoVRt0fzNNqtdixYwflYwZlI4/y4aNs+CgbeZQPH2Ujr2A+mQ+zEXkkDqJoviOfXmS4nnAPF66mAACmje+NQS+0hEZtvEvq4+WOJV8MQR2/qspWQEG07fBZcyYiVIo/iCnqHqwQ6h4sjzGGnJwcODo60tG2AigbeZQPH2XDR9nIo3z4KBt5BfM5fTERE+dskX2PIAh4d0Q3DOnXQpqWkZmNYyf/QXZOHvxqVkHTRjWsPm/advisuXvwpD9eVrx78HedtllVNqWBRg8mZUajoc2Ph7KRR/nwUTZ8lI08yoePsvlPbp4OB05cwYVrKVCpBLRuVAttg2pKr2s0RbiVCWMmZ1bdKzihT/dGli5umaNtx/bomQC9gvdSVXLZ1ozOPytMp9OVdRHKJZ1Oh4iICMrHDMpGHuXDR9nwUTbyKB8+yuY/Z68k4YXJq/DZyj3Yfug8tkadwyff/Y69e/bgRtI9AEADf0+4FRjttyAGoG1TP+ULXMZo2+GjTEhxUfdghVD3YHmMMeh0Omg0GuoyUwBlI4/y4aNs+CgbeZQPH2WTL/lOBl6fsRZ5Wj3EAruOTvYquLo4Y/P8kXBxskdo+DH8sPlPs8tRqQR0alkb//f+S6VQ6rJF2w6fNXcP/l/0K4p3D17ZJdyqsikNdKaVlBk6ysZH2cijfPgoGz7KRh7lw0fZAFv2nYZWZ9pgBQCNWsDdtIfYGxMHABj+chs83y2/q69ald9YU/37b6O6PvhkYt9SKnXZo22HEMugRqvC6MfKPJ1Oh8jISMrHDMpGHuXDR9nwUTbyKB8+yibf/uOXoTczIrC9RsA7z/vBQSPgwIkrAAC1SoWPx/fBqi9eR79uQWgVVAs92tXHwg9fwrK5Q+DqLN992FbQtsNnzZkwpoKo4IMxap6ZQ92DFWLoQkCn9gkhhBBS3jHGkHQ3A9m5WvhUqQBXJ+OGZc//fY+Hj3NllxFY2wuhn72hZDGJjbDG/WRDmd8+PAj2CnYPznuoxaquv1hVNqWBhjRTGB0TMI8xhqysLLi5udF1HgVQNvIoHz7Kho+ykUf58D0L2ez/6wpW7TiKf5LvAwDsNGr0bdcQk17pDI8KzgCAOjUq4/y1FJP7rwoAKlewQ/pDHerVst57qirhWdh2Ssqa94/1EKCHgqMHK7hsa0bnnxVmzd0flKTT6XDkyBHKxwzKRh7lw0fZ8FE28igfPlvP5peoM/ho+U7Ep9yXpml1euyKuYiRX25AWtZjAMCrvZqZNFgBwE4jYET3GlCpgJd7NC21clsDW992ngZlQoqLugcrxBq7PRBCCCHk2ZGW9Rh931sFnV40+7paJWBQ92aYPrQ7RJHhk+93SdetGggCwBgw8sU2GD+oU2kUm9gAa9xPNpR51KHBsHe1V+xz8h7mIbTbFqvKpjTQmVaFiaL5/wiedaIo4sGDB5SPGZSNPMqHj7Lho2zkUT58tpzNrpg4s4MrGehFhh1/XECeVgeVSsDnE/th6pvd4F3lvx3pujWqYPbobnh7YPvSKLJVseVt52lRJqS4qNGqML1eX9ZFKJf0ej1iY2MpHzMoG3mUDx9lw0fZyKN8+Gw5m1t30qVb0vBk52qR/jAbQP6owK/1aYHtX4/G7u/GIXL5eIR+9jrUuXepEWKGLW87T8uaM1Fy5GDDg5ii7sEKscZuD4QQQgixDYwxnP0nGdv//BtJ9zLg4eaEfm0C0KmxP9Sq/J3i78P/wLo9sbJnWwUAB7+baDKaMCFPwxr3kw1lHnHwNcW7B6/tvsmqsikN1JRXGB15NE8URdy5c4fyMYOykUf58FE2fJSNPMqHzxqz0YsiZq3di7cWbcGu4xdx8uotHDhzDVNX/IbRi7YgKzv/1jW9WteXbbCqVAI6NPaTbbBaYz6lhbLhs+ZMRAiKP4gparQqzJq/lEoSRREXLlygfMygbORRPnyUDR9lI4/y4bPGbFbvPoFdx+MAQGqUGkb+vXAzFbPX7gUANKjliW7N60Bl5nYsgpB/lnXMC+1kP8sa8yktlA0fZUKKi7oHK8Qauz0QQgghxLrlanUI/nCVdDaVZ8fcUahZtSJycrX4LHQv9sVegUoQoFIJ0OlFVHBxxNzRz6FT09qlVHLyLLHG/WRDmYdGDVW8e/CGHhusKpvSoCnrAtg6OpJkniiKSElJgY+PD1QqOuH/JMpGHuXDR9nwUTbyKB8+a8vmUsKdQhusAoBjF2+iZteKcHSwQ8i4/hj/choOnrqG7Nw8+PtURvcWdWFvV/huorXlU5ooGz7aPybFRd8ghdGX0jxRFHH9+nXKxwzKRh7lw0fZ8FE28igfvvKYTebjHPx17RZOXU9CTp7O6DXePVeNCKbz1fKqhBF9W2PcSx3Rp23DIjVYgfKZT3lB2fBZcyY0enDZoO7BCrHGbg+EEEIIKb8e5uTiq+3R+D02Dlpd/i1DXBzsMbRrM/zvuXawU6uR8SgHvT9cWWjjNez919Cktk9pFJsQE9a4n2wo82sH3lS8e/Cmnj9ZVTalgZryCrPmI0lKEkURN2/epHzMoGzkUT58lA0fZSOP8uErL9nk5Okw9rtfsf3Y31KDFQAe5ebhx8gT+GhtBBhjcHdxRL82Dbn3X1WrBNSvURWN/b0tUq7ykk95RNnwWXMmIgSITMEHjR5sFjVaFWbNX0oliaKIpKQkyscMykYe5cNH2fBRNvIoH77yks324xcQl3gHopkOcgzA/rPXcOJKIgDgvVe7wt+nMgoOCqxSCajg7Ij/G90PgpkRg0uivORTHlE2fJQJKS7qHqwQa+z2QAghhJDy6dX563Et+R54O21qlYDezepj/oh+AIDHOXkI/+M8wo+cw+20LLg5O+KFdoF4rXszVHV3Lb2CE2KGNe4nG8o86MBw2Lko1z1Y+ygPv/RcZ1XZlAYaPVhher2+8JmeQXq9HvHx8fD394darS7r4pQrlI08yoePsuGjbORRPnzlJZuUB5ncBiuQfz/WW/cypL+dHe0xrFdLDOvVUtFylZd8yiPKho/2j0lxUfdghdGJbPMYY0hLS6N8zKBs5FE+fJQNH2Ujj/LhK41scrQ6bD1xAeNXb8OIZVvwxdYoXE6+azRPRRcn2WWoBAEebvLzKIG2HT7Khs+aM1H0etZ/H8QUdQ9WiDV2eyCEEEJI6br1IANvrfgVyWmZEASAsfyuvnqRYXzvdpgY3B4AsHLvMazYfczsNa0GC0c+j+Dm9Uur6ISUmDXuJxvK/Mr+EYp3Dw7vtdaqsikNdKZVYdT9wTy9Xo9Lly5RPmZQNvIoHz7Kho+ykUf58CmZjV4UMe7HbbidkQUgv8GaPz3/yfJ9xxBx+hIAYHDHpqhcwdnsqMBqlYCAGp7o3qSOxctYGNp2+CgbPmvOhO7TWjYoFVJmsrOzy7oI5RZlI4/y4aNs+CgbeZQPn1LZ/Hn5Jm7cTZMaqQWpBGD1wb8AAJVcnRD27mA0rO4JABAESDfG6NDQDysnvAK7MrpukrYdPsqGEMug7sEKscZuD4QQQggpPf+34xA2xZyFrpDbfxyZMw6Vnrim9WLibZyJT4ZGpULb+rXg61lJ6aISYlHWuJ9sKPOAyLcU7x68I3iNVWVTGuhMq8KsufuDkvR6PS5cuED5mEHZyKN8+CgbPspGHuXD97TZ3M16hAu3UpGUlmHymr6I96rU643nC6zphaFdmmNwp6Zl3mClbYePsuGjTEhx0S1vCCGEEEIs7Nqd+1i0OxpHrtyQblXTpIY3pvbphLa1awIAgmp6Y2PMWdnleLm7wsPVWeHSEkKKSoQAEcqN8Kvksq0ZdQ9WiDV2eyCEEELI07t6+x6GrtiEHK0O+id2s1RC/s7od2++iG4NayNHq0PPz1chKyfP7KjAAoCpz3fGW91alVbRCSkV1rifbCjzC5GjFe8e/HvwaqvKpjRQ92CFUfcH8/R6PU6fPk35mEHZyKN8+CgbPspGHuXDV5Js5u08ZNJgBQCRMTDG8Om2fdDpRTjaabBk5Iuw16iNRgU2NG67BdbG8M4tLFMRhdC2w0fZ8FlzJnSf1rJBjVZSZpycSv8m6NaCspFH+fBRNnyUjTzKh6842SSlZeD4P4kmDVYDBuD+w8f44+oNAECr2jWwddowDGnfFB4uTnCy1yCguie+HBKMxSNegEZd/nfVaNvho2wIsYwy/SUMCQlB69at4ebmBk9PT7z00ku4fPmy0TyMMcyZMwfVqlWDk5MTunXrhr///rvQZYeHhyMwMBAODg4IDAzEtm3bTOZZtmwZ/P394ejoiJYtW+LIkSNGry9atAheXl7w8vLCN998Y/Ta8ePH0bJly0KPFKnLaPj58k6tVqNhw4aUjxmUjTzKh4+y4aNs5FE+fMXNJvGB6YBLBakEAYkP0qW/a1WpiI9f6o7oOeMQ++U72Dx5KAa0agS1qvw3WGnb4aNs+Kw5EzrTWjbK9Nfw8OHDmDhxIo4dO4Z9+/ZBp9MhODgYjx49kuZZsGABvv76a3z33XeIjY2Ft7c3evfujaysLO5yjx49iiFDhmDYsGE4e/Yshg0bhsGDB+P48ePSPJs3b8aUKVMwc+ZMnD59Gp07d0bfvn2RkJAAADh//jxmzZqFjRs3YsOGDfj4449x4cIFAIBWq8W4ceOwYsWKQr90Op3uaSKyWTqdDrGxsZSPGZSNPMqHj7Lho2zkUT58BbN5nKfFL6fO45Pf9mHW7/ux9+JVaJ84gF3BybHQZYqMFWk+a0DbDh9lw0eZkOIq09GD9+zZY/R3aGgoPD09cfLkSXTp0gWMMSxevBgzZ87EwIEDAQBr166Fl5cXNmzYgP/9739ml7t48WL07t0bM2bMAADMmDEDhw8fxuLFi7Fx40YAwNdff43Ro0djzJgx0nv27t2L5cuXIyQkBHFxcWjSpAl69OgBAGjSpAni4uIQFBSEhQsXokuXLmjdunWhdRQEOlpijiAIqFSpEuVjBmUjj/Lho2z4KBt5lA/fk9kcv5GISZt/R1ZOLtQqAQIEbDl1HtXcK+DHN19G7SoeCPCpipoe7rJnXO3VanRvWLsUa6Ec2nb4KBs+a85E6bOhdKbVvHLV7yQjI/8H3sPDAwAQHx+P1NRUBAcHS/M4ODiga9euiImJ4S7n6NGjRu8BgD59+kjvycvLw8mTJ03mCQ4OluZp3Lgxrly5goSEBNy8eRNXrlxBUFAQrl27hrCwMHzxxRdFqlNmZiYyMzORlpaGtLQ05ObmQq/XS92KdTqd0XPx33u28Z5rtVqj54bBnw3PGWMmzwEYPRdF0ei54WgX77lerzd6bigv73lR6sQYQ+3ataFWq22mTpZaT6Ioom7duhAEwWbqZMn1pFar4e/vDwNbqJOl1pNarYavr6+0M2ALdbLUehIEAb6+vlCr1TZTJ0uuJwCoW7eu0d/WXidLrSdBEFC3bl3cvJ+G//28DY9y8+CgEiCKDDpRhINKwO3MLIxY+yvSHz2CIAiY3LsDHP4dWEkFwL7A89FdWsHVwd4mtj1BEODn5yf73bK2Ollq2wMAf39/qNVqm6mTpdaT4V9CiqrcNFoZY5g2bRo6deqEoKAgAEBqaioAwMvLy2heLy8v6TVzUlNTZd9z79496PV62XkCAgIwb9489O7dG8HBwQgJCUFAQADGjRuHBQsWYO/evQgKCkLz5s0RHR3NLYufnx/c3d3h4eEBDw8PhISE4Ny5c7h69SoA4PTp04iPjwcAnDhxAomJiQCAmJgYpKSkAACio6Nx7949AEBUVBTS09MBAJGRkVI36YiICOTk5ECn0yEiIgI6nQ45OTmIiIgAAGRlZSEyMhIAkJ6ejqioKCkLQ/lTUlKkRntiYiJOnDgBIP/gwenTpwEAV69exblz5wAAcXFxiIuLA4Bi1+nw4cOIjo6GTqezmTpZcj3FxMTg/v37NlUnS60nnU6HAwcOSNe220KdLLWedDod9uzZg/v379tMnSy1nu7fv489e/ZAp9PZTJ0suZ7+/vtvxMTE4OzZszZTJ0utp/v37yMmJgZnjv6JSnZqiIxhbhN/VLBTw0ElYG4Tf2gEIC83B4f37wcAdPKrhtmta8PJ3g41XB0wrUlNCADqV3TGzNZ1MbFHe5vZ9m7fvi19t2ylTpba9s6ePYuoqCjodDqbqZOl1pOhXNaIrmktG+XmPq0TJ07Erl278Mcff6BGjRoA8jf6jh07Ijk5GT4+PtK8Y8eORWJiokn3YgN7e3usXbsWr7/+ujTt559/xujRo5GTk4Pk5GRUr14dMTExaN++vTTPl19+ifXr1+PSpUtmlxsWFoYdO3ZgxYoVaNCgAWJjY3Hr1i288cYbiI+Ph4ODgzSv4V5O8fHx8PDwkI5EOTs7Q6PJ75VtOPImCIL0XKVSQaVScZ9rtVqo1WrpuUajkc7IGZar0+mMntvZ2YExJj0XRRF6vV56LooiNBoN97lerwdjTHpuKDvveVHqlJeXh+TkZNSqVUs6e2btdbLUesrLy0NqaiqqV68OxphN1MmS60kQBNy8eRM1atSAnZ2dTdTJUusJAG7cuIFatWpBo9HYRJ0stZ50Oh0SEhLg5+cHADZRJ0uuJ1EUkZycjGrVqkGlUtlEnSy1ngRBQFJSEkaH70VS1iMwAA4qAXkik57nigwqAB1r18IPw16R6pQnMuy7cAWp6Zlwd3FB78A6qOjsWOZ1suR6Ksp3y9rqZKltT6vV4tatW/D19YUoijZRJ0utp7t378LT09Oq7kVq2LfvHfE/xe/Tuq/fSqvKpjSU6TWtBu+88w5+++03REdHSw1WAPD29gaQf+b0yUbrnTt3TM6SPsnb29vkTOyT76lSpQrUarXsPAXdu3cPc+fORXR0NI4fP4769eujXr16qFevHrRaLa5cuYLGjRubvM/Dw0N2gzP82BT1uZ2dXYmeC4IgPTf8eBT1+ZODTRXleVHqYW9vL/0HZ/gca6+TpdaTg4MDfH198SRrr5Ol19OT3YNtpU6WWk+1a/93nZyt1MkS60mj0RhlYwt1suR6MnQtf5K118nc86LUQ61WS13sDeXy9fVFep4WhqP8ueJ/x/sNz0UAmXl5RnWyA/BSyyCYYyvbXlG+W9ZWJ0tte3Z2dtL/V0/u61hznSy1np480WNtGAARyp0NLRdnE8uhMu0ezBjDpEmTsHXrVkRFRRntiAL5O6be3t7Yt2+fNC0vLw+HDx9Ghw4duMtt37690XuA/K4VhvfY29ujZcuWJvPs27ePu9wpU6Zg6tSpqFGjBvR6vXSNAGDcp78gw7UBxJhOp5O6BxNjlI08yoePsuGjbOQ96/lcunMX7/+2B40XLEXDkMUIXhGKdbGnkffvNX7R0dEI8KwClczgMWqVgAAvz1IsdfnwrG87cigbPsqEFFeZnmmdOHEiNmzYgB07dsDNzU068+nu7g4nJycIgoApU6Zg3rx50lnNefPmwdnZGUOHDpWWM3z4cFSvXh0hISEAgMmTJ6NLly6YP38+BgwYgB07dmD//v34448/pPdMmzYNw4YNQ6tWrdC+fXusWrUKCQkJGDdunEk59+3bh6tXr2LdunUAgDZt2uDSpUvYvXs3EhMToVar0aBBA7N1fPLIGvmPSqVCnTp1KB8zKBt5lA8fZcNH2ch7lvM58s8N/G/LDjAw6P89a3rzQTq+3HcI+69cx6pBL6JOnTp4rZInYhOTucvRiwyvtWpSWsUuN57lbacwlA2fNWdCoweXjTJttC5fvhwA0K1bN6PpoaGhGDlyJADggw8+QHZ2NiZMmIC0tDS0bdsWkZGRcHNzk+ZPSEgw2vg7dOiATZs24ZNPPsGnn36KOnXqYPPmzWjbtq00z5AhQ3D//n3MnTsXKSkpCAoKQkREhEn3qOzsbEyaNAmbN2+WPqN69er49ttvMWrUKDg4OGDt2rVwcnIyW0dr/lIqSaVSoXr16mVdjHKJspFH+fBRNnyUjbxnNZ/HeVq8u3UX9KJo1CXP8Px4wi2Exp7G+I5t4VONIerKP4i4cNloHpUgQGQM73Rrj4beVUuz+OXCs7rtFAVlw0f7x6S4ys1ATLbGcLH2/fv3pVv4kP8Yusx06dLF6HoHQtkUhvLho2z4KBt5z2o+W86cxycR+2Xn8XF1waxGddC1a1cIKhU2/XUOa4+dQkJa/m36gqp5YUzHVngusH5pFLnceVa3naKgbPgePHiAypUrW9VgQ4Z9+247x0Pjotw1ubpHuTjUf7lVZVMa6BukMDqSZJ5KpUJQUBDlYwZlI4/y4aNs+Cgbec9qPhdT70CjUkEnc8/I2w8foWbdetKANW+0aYahrZsiKzcXapUKLvbKjSJqDZ7VbacoKBs+yoQUFzVaFUZfSvNUKhU8PZ+9ASuKgrKRR/nwUTZ8lI08W82HMYbTKSlIysyEh5MT2tSoAbsnR3d94jmPCMDL09Po/3NBEFDB0VGJIlsdW912LIGy4bPm/WO6prVsWO8WYyWeHGWY/Eer1WLv3r2UjxmUjTzKh4+y4aNs5NliPn/eTEDP1aEYtGETpuyMwPBfwtFx5Sr8euFvaZ5udf1lz7KqBAEtfLxwLPqwTWVjSba47VgKZcNHmZDiojOtClMX4Sjus0itVqN169aUjxmUjTzKh4+y4aNs5NlaPscSEjHq13CIBe54eP9xNj7csxdavR6vN22C9n610MCzCq7dvQ+9mSE+RMYwukMbtKzqYTPZWJqtbTuWRNnwWXMmdKa1bNCZVoVZc/cHJalUKnh4eFA+ZlA28igfPsqGj7KRZ2v5fHnoEBhj4A01+X+Ho5Gj1UIlCPhhyMvw9agIAFD/ex9WtSBAADCjV1f0blDXprKxNFvbdiyJsuGjTEhx0RajMOr+YJ5Wq8WuXbsoHzMoG3mUDx9lw0fZyLOlfK7eu4+Ld+6C3+kXeJiXh6h/4gEA3m6u+H3MMHw7sD/6BtRHz3q1MaZ9K+yf8BZGtWlhU9kogfLho2z4rDkTxgTFH8QUdQ9WGA1xbp5Go0Hnzp0pHzMoG3mUDx9lw0fZyLOlfO48elToPCpBwO2HD6W/7dRq9GlYD30a1jOZ15ayUQLlw0fZ8FEmpLhoi1GYINDREnMEQaB7T3FQNvIoHz7Kho+ykWdN+WTm5mL7pYs4nZoCtSCgUy0/9K1bDw7/7gR7urgUugyRsSLNB1hXNmWB8uGjbPisef9YhAARCl7TquCyrRl1D1aYNXd/UJJWq8WOHTsoHzMoG3mUDx9lw0fZyLOWfI7cvIEOa1bis8NR+P3KJey4HIdpkRHotnY1rty/BwCoV6UyAj2ryu7guNrbo2ed2kX6TGvJpqxQPnyUDR9lQopLYIw3TIF5t2/fxvTp03HgwAHcuXMHBd+u1+stWkBrlZmZCXd3d6Snp8Pd3b2si1PuMMaQk5MDR0dHqz7apgTKRh7lw0fZ8FE28qwhn3/SHqDfhnXQ6vUouOOiFgRUdHRC1PC34ObggGMJiRj2y69gMD8Y0xe9e+H1pk2K9LnWkE1Zonz4KBu+jIwMVKxYERkZGVZzNtqwb992+7vQuDgo9jm6R7k4/tJSq8qmNBS7e/DIkSORkJCATz/9FD4+PvQlJCVG1zPwUTbyKB8+yoaPspFX3vMJPXMKerHgTWzy6RnDg+zH2HbpIoY3bY52tWoi9JWBmLX/AG6mp0vzVXZ2wgedO+PVxkHF+uzynk1Zo3z4KBtCLKPY36Q//vgDR44cQbNmzRQoju3R6XRlXYRySafTISIiAv369YOdnV1ZF6dcoWzkUT58lA0fZSPPGvLZc+2q2XupPiny+jUMb9ocANDJzxcHRo/CyeRkJGdmwsPJGW1r1oBdMe8PaQ3ZlCXKh4+y4bPm/WOlR/i1tdGDb926BUEQUL169adaTrGvaa1Zs6ZJl2DCR0fYzNNoNOjXrx/lYwZlI4/y4aNs+CgbedaQT65efieXAcgpsCMsCAJaVa+OFwMC0MnPt9gNVsA6silLlA8fZcNHmdg2URQxd+5cuLu7w9fXF7Vq1ULFihXx+eefQxTlbkjGV+wtZvHixfjoo4+wcuVK+Pn5lehDCQHyj7LRj5Z5lI08yoePsuGjbOSVZT6JmekIO38aO69dRrZOi/oeVTA8qDn6120A1b+XIQVW8cRfKUkQOQfO1YKAIE9PRcpH2448yoePsrE9IhMgKng2VMlll5aZM2di9erV+L//+z907NgRjDH8+eefmDNnDnJycvDll18We5nFPtM6ZMgQHDp0CHXq1IGbmxs8PDyMHsSYNXd/UJJOp0NkZCTlYwZlI4/y4aNs+CgbeWWZz18pSQjeHIaw86dw+/FDZObl4tTtZLy7fyfeifwd+n+Pyg9v2ozbYAXyr2sd2ripxctH2448yoePsuGjTGzb2rVr8eOPP2L8+PFo0qQJmjZtigkTJuCHH35AWFhYiZZZ7NGD165dK/v6iBEjSlQQW2MYYYxG/iKEEELMy9Hp0G7dCmTm5sLcEEsCgE87dsdbTVqCMYYP9u9FeNzfEABpbpUgQGQMH3Xsgrdbti7N4hNCSsga95MNZW4ZPlXx0YNPvvKNVWVTkKOjI86dO4f69esbTb98+TKaNWuG7OzsYi+zWP0VtFotDh06hE8//RS1axft/mbPOrr+1zzGGLKysuDm5kYjUBdA2cijfPgoGz7KRl5Z5RNx/TLSc3P45QKw+uxJjGrcAoIgYH6vPmhVrTrWnD6Jqw/uAwBa+lTD2y1bo6d/HUXKSNuOPMqHj7Lho/1j29a0aVN89913WLp0qdH07777Dk2blqxHTLG6B9vZ2WHbtm0l+qBnFXV/ME+n0+HIkSOUjxmUjTzKh4+y4aNs5JVVPqduJ0MjyO+KJD3MxP3sxwDyz6oOadQYe98cibgJk3Fp4hRsfvU1xRqsAG07haF8+CgbPmvOhP17TatSD1sYPXjBggVYs2YNAgMDMXr0aIwZMwaBgYEICwvDwoULS7TMYncPHjVqFBo3boxp06aV6AOfFdbY7YEQQgixtKy8XNzNfoSKDo7wcHQ2em32kQP4+e+z0DH50STPjJqIio5OShaTEFKKrHE/2VDmFr9Og1rB7sH6R7k49erXVpWNOcnJyfj+++9x6dIlMMYQGBiICRMmoFq1aiVaXrGHM6tbty4+//xzxMTEoGXLlnBxcTF6/d133y1RQWxVSYd1tnWiKCI9PR0VK1aESlXs8cBsGmUjj/Lho2z4KBt5SuSTkJmOBSejERF/GXrGIADoVN0P01t2RrOqPgCATjV8sfbCae4yVBBQ36My3B0cLVKmkqBtRx7lw0fZ8Fnz/jEDoGTvZlvpOF2tWrUSjRLMU+xG648//oiKFSvi5MmTOHnypNFrgiBQo7UAvV5f1kUol/R6PWJjY9GjRw/6IS+AspFH+fBRNnyUjTxL5xOf8QADfvsJD7W50P+7d8cAxCTfxKspCVjXZxA6VPNFD9/aqFXBHUlZmdJ8TxLBMK55mzK9HpC2HXmUDx9lw0f7x7bn3LlzCAoKgkqlwrlz52TnbdKkSbGXX+zuwaRorLHbAyGEEGIJb+7Zgpjkm2YboioI8HJxxZ+D/we1SoX49DS8/ttmpD56KI0KrBYE6BnDpBbt8F6bjjSIDSE2xhr3kw1lbvrre1A7K9g9+HEuzr76VbGyWbZsGRYuXIiUlBQ0atQIixcvRufOnc3Oe+jQIXTv3t1kelxcHBo2bGgyfdOmTXj99dcxYMAAbN++nVsGlUqF1NRUeHp6QqVSQRAEswNuCYJQooMWdLdjhVlz9wcliaKIe/fuoUqVKnT0sQDKRh7lw0fZ8FE28iyZz62sDBxJusH/LDCkPMrCH8k30bWGP/wrVsL+197C9qsXEXH9Ch5p8xBQuSreaNQUjat6P1VZLIG2HXmUDx9lw0f7x5azefNmTJkyBcuWLUPHjh2xcuVK9O3bFxcvXkStWrW477t8+bJRo7hq1aom89y8eRPTp0/nNoCfFB8fLy0jPj6+BDWRV+xG61tvvSX7+po1a0pcGFtEX0rzRFHEhQsX0KVLF/ohL4CykUf58FE2fJSNPEvmcyMrvdB5BAD/ZDxA1xr+AABXe3u82agZ3mzU7Kk+Wwm07cijfPgoGz5r3j9mCo/wW9xlf/3119IIvQCwePFi7N27F8uXL0dISAj3fZ6enqhYsSL3db1ejzfeeAOfffYZjhw5gvT0dNly+Pr6Ss9v3ryJDh06QKMxbmrqdDrExMQYzVtUxf4GpaWlGT3u3LmDqKgobN26tdDKPIsKriyST6PRoEePHpSPGZSNPMqHj7Lho2zkFTefWw8zsOvGJexJuIy0HOObxLva2Rf6fgbAzV657nWWRNuOPMqHj7Lho0wsIy8vDydPnkRwcLDR9ODgYMTExMi+t3nz5vDx8UHPnj1x8OBBk9fnzp2LqlWrYvTo0cUuV/fu3fHgwQOT6RkZGWa7JhdFsbcYc/dpFUUREyZMQO3atUtUCFtmzUeSlCSKIlJSUuDj40NHHwugbORRPnyUDR9lI6+o+dzJfogZR/cg6tY1aYRLjUqFQXWaYHbrnnDU2KFxZS/4OLsh5XEWdzl2KhV61lTu3qqWRNuOPMqHj7Lhs+b9Y5EJEBQ80yr+u+zMzEyj6Q4ODnBwMD7Yd+/ePej1enh5eRlN9/LyQmpqqtnl+/j4YNWqVWjZsiVyc3Oxfv169OzZE4cOHUKXLl0AAH/++SdWr16NM2fOlKgOjDGzYxHcv3/f5M4zRWWRwxwqlQpTp05Ft27d8MEHH1hikTbDmr+UShJFEdevX4eXlxf9kBdA2cijfPgoGz7KRl5R8snMy8HgPT8j8WG60S0ZdKKIzVfP4tbDdKztNQRqlQrTWnbC+0d2m12OAOCtRi1RyUruu0rbjjzKh4+y4aP948LVrFnT6O/Zs2djzpw5Zuct2EDkNRoBoEGDBmjQoIH0d/v27ZGYmIhFixahS5cuyMrKwptvvokffvgBVapUKVaZBw4cKJVn5MiRRo1svV6Pc+fOoUOHDsVapoHFzs1fv34dOp3OUouzGdT9wTyNRiMdzSHGKBt5lA8fZcNH2cgrSj4/XzmDhKx0iGbuIiiC4UjKDRxO/gfdq9fB4PqNkZGbg/l/HYZOFKFRqaBnDIwxDA9ojg9bdVWqKhZH2448yoePsuGz5v1jxhS+T+u/y05MTDQaKKngWVYAqFKlCtRqtclZ1Tt37picfZXTrl07/PTTTwDy23Q3btzACy+8IL1uOMig0Whw+fJl1KljvqeMu7v7v3VgcHNzg5PTfwcn7e3t0a5dO4wdO7bI5XpSsbeYadOmGf3NGENKSgp27dqFESNGlKgQtoyOJJkniiISExNRs2ZNOvpYAGUjj/Lho2z4KBt5Rcln89WzZhusBmpBwK/XzqN79fydmbGNW+OVeo2w43ockh5mwsPRCS/UDkBNN3dF6qAU2nbkUT58lA0f7R8XrkKFCoXe8sbe3h4tW7bEvn378PLLL0vT9+3bhwEDBhT5s06fPg0fHx8AQMOGDXH+/Hmj1z/55BNkZWVhyZIlJmeAnxQaGgoA8PPzw/Tp00vcFdicYjdaT58+bfS3SqVC1apV8dVXXxU6svCziL6U5omiiKSkJFSvXp1+yAugbORRPnyUDR9lI68o+dzNfiS7DD1jSH5kfA2Wh6MzRjVqabFylgXaduRRPnyUDZ817x+Xt9GDp02bhmHDhqFVq1Zo3749Vq1ahYSEBIwbNw4AMGPGDCQlJWHdunUA8kcX9vPzQ6NGjZCXl4effvoJ4eHhCA8PBwA4OjoiKCjI6DMMowwXnM4ze/bsYtWhKIrdaDU3uhThs+buD0rSaDQl7tNu6ygbeZQPH2XDR9nI02g08AlqgNVXY5Gt06KeexX0rt4A9mq1NE8VJ2c8ysrjLkMtCPBxcSuN4pYq2nbkUT58lA0f7R9bzpAhQ3D//n3MnTsXKSkpCAoKQkREhHRbmZSUFCQkJEjz5+XlYfr06UhKSoKTkxMaNWqEXbt2oV+/fhYt16+//ootW7YgISEBeXnG/3ecOnWq2Msr9mGfHj16mL21TWZmJnr06FHsAtg6vV5f1kUol/R6Pa5du0b5mEHZyKN8+CgbPsqG77EuD+/8sRWfR/6Kb84dxvKLMXg3Zjs67FiK6JR/pPmG1G0KFfhnAPSMYVCdJqVR5FJF2448yoePsuGz5kwMZ1qVfBTXhAkTcOPGDeTm5uLkyZNG11KHhYXh0KFD0t8ffPABrl27huzsbDx48ABHjhwptMEaFhaG7du3F7k8S5cuxahRo+Dp6YnTp0+jTZs2qFy5Mv755x/07du3uNUDUIJG66FDh0xaywCQk5ODI0eOlKgQtowpeaW2FWOMIS0tjfIxg7KRR/nwUTZ8lA3f5JjtOJB0Bb4qJ4Ax6Fh+t730vGyMjd6Cc/eTAQBvNGiOmm7uUJsZkVIlCOjo7Yuu1W3v1ne07cijfPgoGz7KxLYtW7YMq1atwnfffQd7e3t88MEH2LdvH959911kZGSUaJkCK+JWc+7cOQBAs2bNEBUVBQ8PD+k1vV6PPXv2YOXKlbhx40aJCmJrMjMz4e7ujoyMjEIvoiaEEELKwrkHKXg5MpT7uloQ0M2nLlZ1GQQAuPP4IT44GoHDSf/8d59WQYVX6zTG7Da94KSxK4VSE0KsnTXuJxvK3GDDR1A7m47kayn6x7m4PPT/rCqbgpydnREXFwdfX194enpi3759aNq0Ka5evYp27drh/v37xV5mkTuUN2vWDIIgQBAEs92AnZyc8O233xa7ALbOmrs/KEmv1+Pq1auoV68e1E9cM0Uom8JQPnyUDR9lY15EQhzUggpgDL00VbBfdw/6J0YI1jOGqOSreKzLg7PGHp7OrgjrORgJWek4cy8ZGpUKbb1qobKjcxnWQlm07cijfPgoGz7aP7Zt3t7euH//Pnx9feHr64tjx46hadOmiI+PL/FZ9iI3Wg0fUrt2bZw4cQJVq1aVXrO3t4enpyd9IUmxZGdnl3URyi3KRh7lw0fZ8FE2pjLzciAAEAC4C3ZQASi4K8kAqdFqUMutImq5VSy1cpY12nbkUT58lI3tKa37tFqzHj164Pfff0eLFi0wevRoTJ06Fb/++iv++usvDBw4sETLLHL3YFI81tjtgRBCiG258fA+tt44g+TsTFSyd8aLtRqjcaVq0usr445i0dlDsvdfddHY4+TAqbBT0YFpQohlWON+sqHM9X9WvnvwlTesu3uwKIoQRVEaJXrLli34448/ULduXYwbNw729vaFLMFUiW4atX79enTs2BHVqlXDzZs3AQDffPMNduzYUZLF2TTq/mCeXq/HhQsXKB8zKBt5lA8fZcP3rGXDGMOC8/vQJ/J7/Hg1BhG3LuDnf2Lx6sEf8e6xX5Cn1wEAXvFvDEEQoIGAF+28oCkwOrBaEDCkTrNnusH6rG07xUX58FE2fNacSf6ZViVHDy7rGj49lUpldFujwYMHY+nSpXj33Xdx9+7dki2zuG9Yvnw5pk2bhn79+iE9PV3a6CpVqoTFixeXqBCEEEIIsZywa8ew+upRAPnXpeY/8kcFjky+hLlndwMAqji6Ykaz/HEqCo4JrBYEVHN2x/hAus8kIYSQp5Oamop33nkHdevWLdH7i91o/fbbb/HDDz9g5syZRtewtmrVCufPny9RIWwZXedrnlqtRlBQEOVjBmUjj/Lho2z4nqVs8kQ9Vl7+k/s6A0P4zTO4k50FABjVoA0WtX8RF5x00P3bTdhepcZAvyb4tfcIeDjY7iBLRfEsbTslQfnwUTZ81pxJebxPa3mRnp6ON954A1WrVkW1atWwdOlSiKKIWbNmoXbt2jh27BjWrFlTomUXeSAmg/j4eDRv3txkuoODAx49elSiQtgya+7+oCS9Xo9z586hSZMmVv3DpQTKRh7lw0fZ8D1L2ZxPS0Ja3mPZeUTGEH37Gl71y///vF+NhqjxIA/uHWogh4mo6VoRbnbKXbNlTZ6lbackKB8+yoaP9o9t08cff4zo6GiMGDECe/bswdSpU7Fnzx7k5ORg9+7d6Nq1a4mXXexGq7+/P86cOQNfX1+j6bt370ZgYGCJC0KePU5OTmVdhHKLspFH+fBRNnzPSja5/16vKkcwM5+TkxN83Txo59qMZ2XbKSnKh4+ysT3s34eSy7dWu3btQmhoKHr16oUJEyagbt26qF+/vkUuIS12o/X999/HxIkTkZOTA8YYTpw4gY0bNyIkJAQ//vjjUxfI1tB//uap1Wo0bNiwrItRLlE28igfPsqGz5aySXmcjl8T/sLZB4nQqNToWLUuBtRsjgr2+TvHddyqQgVBdkRgBqC+u6f0ty3lY2mUjTzKh4+y4aP9Y9uUnJwsncSsXbs2HB0dMWbMGIssu9jXtI4aNQqzZ8/GBx98gMePH2Po0KFYsWIFlixZgtdee80ihbIlOl3hR7yfRTqdDrGxsZSPGZSNPMqHj7Lhs5VsIpLOoV/UYqy+egQn7scj5u41LLq4B88d+Bpn0xIBAF5ObujhUx9qwfx1UWpBgL9rZbSqXEuaZiv5KIGykUf58FE2fNacCV3TyieKIuzs7KS/1Wo1XFxcLLLsYp9pBYCxY8di7NixuHfvHkRRhKdn/tHapKQkVK9e3SIFsxUCZ6fhWScIAipVqkT5mEHZyKN8+CgbPlvI5mJ6Mj4+FW5yBpUBeKzLw/hj67C751S42ztjVrO+uHAoBXdzsqB/4v4JakEFR7UGX7UeaJSFLeSjFMpGHuXDR9nwUSa2iTGGkSNHwsEhf0yEnJwcjBs3zqThunXr1mIvW2Ds6e8GlJqaii+//BI//vgjsrOzn3ZxNsEab5pMCCGk/Pr41K/YnXxBunVNQQKA9wL7YHidjgCAezkP8eOVGPxy4zQe6nJhr1LjhZqN8XaDjvBzrVyKJSeEEGPWuJ9sKHPttR9D7eyo2OfoH+fgnxHzrCobg1GjRhVpvtDQ0GIvu8hnWtPT0zFx4kRERkbCzs4OH330ESZNmoQ5c+Zg0aJFaNSoUYmHMLZl1tz9QUk6nQ4nTpxAmzZtjG4+TCibwlA+fJQNny1kE33nKrfBCuSfcY2+fUVqtFZxdMVHTYLxQePeeKzLg5PGDmrB/FVBtpCPUigbeZQPH2XDR/vHtqkkjdGiKvI3SMkhjG2ZSlXsy4afCSqVCtWrV6d8zKBs5FE+fJQNny1kI9dgNdCZmUclCHAt5PY1tpCPUigbeZQPH2XDZ9WZKH3dqRVf06qkIjdalRzC2JZZ9ZdSQSqVyuS2SSQfZSOP8uGjbPjKezaZ2mz8fuskolLP47E+D/XcvPFKrXZoWum/MjepVAPH7/0DkXNVj0oQ0LRSzRJ9fnnPpyxRNvIoHz7Kho/2j0lxFXmLUXIIY1tG3R/M0+l0iI6OpnzMoGzkUT58lA1fec7metZtDDryNZZejsD5jERcf3gb+1LPY+zxlVh6aTcMQ08M9W/HbbACABgwyLdVicpQnvMpa5SNPMqHj7Lhs+ZMGFP+QUwVudGq5BDGtoyOJJmnUqlQp04dyscMykYe5cNH2fCV12x0oh5TToYhU/vYaExgQ1fgn24cQUTyaQBAF8/6GPHv9aqqJ0beVAsqCAA+a/YSarh4lKgc5TWf8oCykUf58FE2fJQJKa4idw9WcghjW0ZfSvMM13kQU5SNPMqHj7LhK6/ZHL5zEbdzMrivCxDwU/wR9KvWHIIgYFpAMFp6+OKnf47ifPotqAUVOnrWw7Da7dGkhF2DgfKbT3lA2cijfPgoGz5r3j9W+l6q1nyfViUVudE6YsQIo7/ffPNNixfGFllz9wclGbrMdOnShUbUK4CykUf58FE2fOU1m7/u/wO1oOIOssTAcP3hbWRqs+Fu7wxBENDNuyG6eTe0aDnKaz7lAWUjj/Lho2z4aP/Y9l25cgWHDh3CnTt3IIrG/8fNmjWr2Msr8jdIySGMbZk1H0lSkkqlQlBQEOVjBmUjj/Lho2z4yms2DEW7eEnpS5zKaz7lAWUjj/Lho2z4rDoTJig7wq8NnGn94YcfMH78eFSpUgXe3t4QnrikRRAEZRutpGSs+kupIJVKBU9Pz7IuRrlE2cijfPgoG76yyEYn6hF99zx2Jh1Has4DVLRzxXM+rRDs0xKOansAQNNKvtiaeIK7DAFAdefKcLdzUrSstO3wUTbyKB8+yoaP9o9t2xdffIEvv/wSH374ocWWSVuMwrRabVkXoVzSarXYu3cv5WMGZSOP8uGjbPhKO5tcvRbvn/kBcy/8hDNp15CcfR9xmTfx9eVwvH1iMR7kZgEAengFoZK9C/KHUjLFAAz162h0lFoJtO3wUTbyKB8+yobPmjOh0YMLl5aWhkGDBll0mdRoVZharS7rIpRLarUarVu3pnzMoGzkUT58lA1faWez8tounEm7DgAQ/+3ca9gPSXp8D1/+vQEA4KC2w9cthsNJbW/UcDWMDvx89RYYWLON4uWlbYePspFH+fBRNnyUiW0bNGgQIiMjLbpM6h6sMOr+YJ5KpYKHR8luzWDrKBt5lA8fZcNXmtk81GVjZ/Ix7vWqeog4mXYVNx/dhq+LFxpVrIlNnacgPOE49qeeQ7ZOi7pu3hjk2w6dqzZU/CwrQNuOHMpGHuXDR9nwWfX+MYOyAw3YwJnWunXr4tNPP8WxY8fQuHFjo9umAsC7775b7GVSo1Vh1tz9QUlarRaRkZEIDg422ZCfdZSNPMqHj7LhK81srmYmIU8sfGTMs2n/wNfFCwDg5eiOCfWDMaF+sKJl46Fth4+ykUf58FE2fLR/bNtWrVoFV1dXHD58GIcPHzZ6TRCE0mm0hoSEwMvLC2+99ZbR9DVr1uDu3bsWveDWFtAQ5+ZpNBp07tyZ8jGDspFH+fBRNnylmU1RRwQuT2jb4aNs5FE+fJQNnzVnQvdplccYw8GDB+Hp6QlnZ2eLLbfY5+ZXrlyJhg1N7w/XqFEjrFixwiKFsiWl0a3LGgmCgAoVKlA+ZlA28igfPsqGz5LZXMtKxJLLG/B27BcY/9c8rPlnB27n3Jder1+hBuxVhe+QNa1U+6nLYim07fBRNvIoHz7Kho8ysV2MMdSvXx9JSUkWXW6xG62pqanw8fExmV61alWkpKRYpFC2hLo/mKfVarFjxw7KxwzKRh7lw0fZ8Fkqmx1JhzD59EIcuH0CSdl3kPA4FdtuHcT/Yr/EXw8uAgBcNU7oV60Nd0RgtaBCi0p1pa7B5QFtO3yUjTzKh4+y4bP6TJiCDyunUqlQr1493L9/v/CZi7Pc4r6hZs2a+PPPP02m//nnn6hWrVqxlhUdHY0XXngB1apVgyAI2L59u9HrDx8+xKRJk1CjRg04OTkhICAAy5cvL3S54eHhCAwMhIODAwIDA7Ft2zaTeZYtWwZ/f384OjqiZcuWOHLkiNHrixYtgpeXF7y8vPDNN98YvXb8+HG0bNkSer2+0LJYc/cHJWk0GgQHB1M+ZlA28igfPsqGzxLZXEi/hlXXtwLIH0zJQIQIHdPhi4s/4kFeJgBgXN3+aFzRHwCkxqvw78PHqTJmNhpa4nIogbYdPspGHuXDR9nwUSa2bcGCBXj//fdx4cIFiy2z2FvMmDFjMGXKFGi1WvTo0QMAcODAAXzwwQd47733irWsR48eoWnTphg1ahReeeUVk9enTp2KgwcP4qeffoKfnx8iIyMxYcIEVKtWDQMGDDC7zKNHj2LIkCH4/PPP8fLLL2Pbtm0YPHgw/vjjD7Rt2xYAsHnzZkyZMgXLli1Dx44dsXLlSvTt2xcXL15ErVq1cP78ecyaNQs7d+4EYwz9+/dH7969ERQUBK1Wi3HjxmHVqlU0XPdToh8sPspGHuXDR9nwPW0225MOQSWoIDLR5DUGQCfqEZlyFK/59oGj2h5fNf8fDt85h9+TjiEl5z4q2buhr09r9PZuCWeNw1OVRQm07fBRNvIoHz7KxvbQNa2Fe/PNN/H48WM0bdoU9vb2cHJyMnr9wYMHxV5msb9JH3zwAR48eIAJEyYgLy8PAODo6IgPP/wQM2bMKNay+vbti759+3JfP3r0KEaMGIFu3boBAN5++22sXLkSf/31F7fRunjxYvTu3Vsqy4wZM3D48GEsXrwYGzduBAB8/fXXGD16NMaMGSO9Z+/evVi+fDlCQkIQFxeHJk2aSI3yJk2aIC4uDkFBQVi4cCG6dOmC1q1bF6mOOl3hI0g+i3Q6HSIiItCvXz8aUa8AykYe5cNH2fBZIpuz6VfMNlgNGBjOpl/Ba759AAAalRo9vZujp3fzEn1eaaJth4+ykUf58FE2fLR/bNsWL15s8WUWu9EqCALmz5+PTz/9FHFxcXByckK9evXg4GD5o8adOnXCb7/9hrfeegvVqlXDoUOHcOXKFSxZsoT7nqNHj2Lq1KlG0/r06SOFl5eXh5MnT+Kjjz4ymic4OBgxMTEAgMaNG+PKlStISEgAYwxXrlxBUFAQrl27hrCwMJw8ebLIdcjKyoKdnZ3UldjZ2Vk66qZWq6HT6SAIgvRcpVJBpVJxn2u1WqjVaum5RqOBIAjScyD/h+DJ53Z2dmCMSc9FUYRer5eei6IIjUbDfa7X68EYk54bys57XpQ6AcBzzz0HjUZjM3Wy1HpijKFfv37Se22hTpZcTxqNBn369JEGcbCFOllqPRm6ohm+Y7ZQJ0utJ5VKJXXTK2mdAEDN8rPVCyLUTAUGBlFg0nMGZpXbniAI6NevHwRBgF6vp+/TE3VSqVTo16+f9PtsC3Wy5HoqynfL2upkqfUkCAL69OkDjUZjM3Wy1HpizIov3qT7tBZqxIgRFl9mie/s6+rqitatWyMoKEiRBisALF26FIGBgahRowbs7e3x3HPPYdmyZejUqRP3PampqfDyMh7cwsvLC6mpqQCAe/fuQa/Xy84TEBCAefPmoXfv3ggODkZISAgCAgIwbtw4LFiwAHv37kVQUBCaN2+O6Oho2Tr4+/vD3d0dHh4e8PDwQEhICM6dO4erV68CAE6fPo34+HgAwIkTJ5CYmAgAiImJkQa2io6Oxr179wAAUVFRSE9PBwBERkYiKysLABAREYGcnBzpqJ5Op0NOTg4iIiIA5DeeIyMjAQDp6emIioqS8jDUISUlRWq4JyYm4sSJEwCA+Ph4nD59GgBw9epVnDt3DgAQFxeHuLg4ACh2nY4cOYI7d+7YVJ0stZ727dsHnU5nU3Wy9Hq6dOmSzdXJUuvp8OHDNlcnS60nw73izNXpsS4bEecjsTFqCz48+yV+jt2CIyf+MKpTY/e6aJNdF62z6wAAOj6uj+Y5fgCA7o8CEZRbE00q1rPabU+n0+H8+fNlvp7K47an0+mwb98+m6qTJdeTYawTW6qTJdYTfZ/4dTp48CCI7UpISJB9lITAinCoY+DAgQgLC0OFChUwcOBA2Xm3bt1asoIIArZt24aXXnpJmrZo0SL88MMPWLRoEXx9fREdHY0ZM2Zg27Zt6NWrl9nl2NvbY+3atXj99delaT///DNGjx6NnJwcJCcno3r16oiJiUH79u2leb788kusX78ely5dMrvcsLAw7NixAytWrECDBg0QGxuLW7du4Y033kB8fLxJwz0zMxPu7u64du0aqlatSmdaC9QjOzsbkZGR6Nevn/Q+a6+TpdZTdnY29u3bh+eeew4qlcom6mTJ9SSKIiIiItCnTx84OjraRJ0stZ70ej0iIiLw3HPPwcHBwSbqZKn1lJubiz179qBfv35Qq9VG9Uh8lIwvLy/Fw7wsACroBT00TA0GhhdqBGNQtf4QBAF/Z/2DT85+D8D0TKuGqaAW1Pix7SxUULtY3ban1Wqxd+9e9OnTB3Z2dvR9eqJOoihiz5496N27N5ycnGyiTpZcT3LfLWutk6XWU05ODvbu3Sv1YrCFOllqPRnuRpKRkYEKFSrAGhj27WuumAOVk6NinyNm5yBx3ByryqYglUole1ujogxmW1CRGq2jRo3C0qVL4ebmhpEjR8oWIjQ0tNiFAEwbrdnZ2XB3d8e2bdvw/PPPS/ONGTMGt27dwp49e8wup1atWpg6dapRF+FvvvkGixcvxs2bN5GXlwdnZ2f88ssvePnll6V5Jk+ejDNnzkhH4p907949tGnTBtHR0Th16hS++OIL6ahU1apVERUVhcaNGxu9x7BhW/MGRwghtk4n6jH59Kd4kJcOEeavV51UdxQ6V80fyO//2bvz+CbqhI/j35kkPYDSA2gp5b7BgkA5BB9RQEF0FdQVRAVEfVwWL+BRVzxQkcNrFVcXFF1FPFFBcQWlxQIFAUEol1wFgSK0Ar2BHknm9/xREwnNb9qUTNtJvu999bUhnU5nPpnGTOaXmSXHfsB7h5fBoqhw/vH5VhUqVEXBk13vQd9GiTW27EREZmXG18ncaa26HTt2ePzbbrcjPT0dr776KmbNmlXpQVBvqvSZ1vN3RBcuXOjzL6kOu93u/izJ+Vzv4sn0798fKSkpHjutycnJGDBgAIDyI7FJSUlISUnx2GlNSUmRntxp8uTJmDJlCpo3b44tW7Z4XFvK4XDovltg6jH7BhJCoKioCBEREbzA9AXYRh/7yLGNnKzN1rwdOF0mP4uhAgXfnEh277Te0mIIEiPb49sTafil8BAsigV9Yy7BX5pdgfjwJoavh1G47cixjT72kWMbOVO/PuZnWit16aWXVrivd+/eaNasGV5++eVq7bT6/JnWwYMHu8ejn6+wsNB9tt2qOnPmDLZv347t27cDKB9Lv337dmRmZqJhw4a48sor8eijj2LNmjU4fPgwFi5ciEWLFnnsbI4bN87jrMUPP/wwkpOT8eKLL2Lfvn148cUXsWrVKkyePNk9zdSpU/Huu+/ivffew969ezFlyhRkZmZi4sSJFZYxJSUFGRkZuP/++wEAffv2xb59+/Ddd9+5L3vTqVMn6To6HDw7mjcOhwPr1q1jHy/YRh/7yLGNnKzNroJ9sCjy/xQKCGSeO46zjnPu+zo1bIX/6zwW7/V9Fu/0eRr/2+5mU++wAtx29LCNPvaRYxs5NglOHTt2xJYtW6r1s1UaHnw+1zj02NhYj/tPnjyJhIQEj6OQlVmzZg0GDRpU4f7x48dj4cKFyM7OxrRp05CcnIzc3Fy0atUK9913H6ZMmeJ+x+qqq65C69atPY4Af/nll3jqqafw66+/ol27dl4PQ8+bNw8vvfQSsrKykJiYiNdeew0DBw70mKa4uBg9evTA4sWL0aNHD/f97777Lp566imEhoZi3rx5HsOXXcw47IGIKNgsOPQx1pz8EU7J0GCXd3u/gghbgxpaKiKiwGbG18nu4cHzamB48CRzDw8uLCz0+LcQAllZWXj22Wexb98+9wFLX1R5p9V1BrEePXogNTUVMTEx7u85nU58//33ePvtt3HkyBGfFyIQuTbsvLw8REVF1fbi1DmapiE/Px9RUVEVhoAHO7bRxz5ybONJCIHDZw/jx5w05JTkIsYejaTmfdAlsivUP46urj25EfMOfSCdhwIgNrQJXu85I6CH93HbkWMbfewjxzZy+fn5iI6ONtWOGXdaq87biZiEEGjRogU+++wzj5PhVlWVr9Pao0cP95nPvA0DDg8PxxtvvOHzAgS66pwdKxg4nU5s2bIFgwcP5hP5BdhGH/vIsc2fNKHhgyPv4cec9VChQtFUDPr9avzr3Fx0jOyIB9o/jFBLKPo3SsKHR7/EGcc5CC8fJBIArm82JKB3WAFuO3rYRh/7yLGNnKlfHwul/MvI+ZvchZc0UlUVTZo0Qfv27d1nvPZVlY+0Hj16FEIItG3bFps3b0aTJn9+fickJASxsbGwWCzVWohAZMZhD0REgeKbE1/jmxNfe/2eAgV9Yy7D/7b9GwDgQNGvmLXndZRpdvcZhFWo0KDhisb9MKn9ePeRWSIiunhmfJ3sPtL67+eMP9J6/zOmanOhtLQ0DBgwoMIOqsPhwIYNGyp8JLMqqryr26pVKwDQPXMvVcRe3mmahtOnT6Nx48Z89/ECbKOPfeTYplyZVoaU31d63KcIBY1Lm+B06CkIRWBz7ibc0vxWxITEoGNEW7zSYzpWZq/BxtNbUaaVoUW9BAxrehX6xvQI+KOsALcdPWyjj33k2EbOzK+PhSj/MnL+Zjdo0CBkZWVVOAdSQUEBBg0aVK0j7dX6C/rwww9x+eWXo1mzZjh69CiA8muhLlu2rDqzC2hm/qM0kqZp2L17N/t4wTb62EeObcodPvsrip3FHvepQsUlBd2givL/7AkI/FKwy/39JqGNcGerW/DvpNl4p88rmH7JFPRr1DModlgBbjt62EYf+8ixjRybBDYhhNf/fubk5KB+/frVmqfPg4rnz5+P6dOnY/LkyZg1a5Z7Tzk6Ohpz586VXus0WFV33Hags1qtPl8iKViwjT72kWObcg6t4qUUnKoTa+J+8JxOmPgzVX7GbUeObfSxjxzbyJn69TGv0yrlulqLoii46667EBoa6v6e0+nEzp07MWDAgGrN2+cjrW+88QbeeecdPPnkkx6fYe3duzd27dql85PBie8keadpGo4fP84+XrCNPvaRC5Y2dq0MW3PXY+lvC/H18UXYV7gDmvhznZvXawH1gv+8KUJBfHEzKOed4KJVvdY1tch1XrBsO9XBNvrYR45t5NgkMEVGRiIyMhJCCERERLj/HRkZiaZNm+K+++7DRx99VK15+/w2x+HDh9GzZ88K94eGhuLs2bPVWohAxj9K7zRNw6FDhxAXF8fPeVyAbfSxj1wwtPn1zD68d/ifOOssgoryN07XnlqBuNDmuK/tY4gJjUWkLRJJ0b2xNe/nP0+sJFS0LeqAk6G/QygCzeu1QJv6bWpzVeqUYNh2qott9LGPHNvImfr1Mc8eLPX+++8DAFq3bo1HHnmk2kOBvfH5L6hNmzZeLwj73XffoWvXrv5YpoBi6uEPBrJarRg4cCD7eME2+thHLtDbnC7NxluH5uCc8wwAQIMTGsqH+J4qPYF/H5qJMq0MAHB7yzvRJLQJFJT/x9+pOvFj7FoIVaCetT7uazsxaD6vWhWBvu1cDLbRxz5ybCPHJoHtmWeeQWhoKFatWoW3334bRUVFAIATJ07gzJkz1Zqnzzutjz76KO6//34sXrwYQghs3rwZs2bNwhNPPIFHH320WgsRyEz9TpKBNE3D0aNH2ccLttHHPnKB3mbtqe/gFHav11PVoCG37CS2520AAETYGuLJLtNxY7ORiLZFQxUq2hd3wjVNhuKZrjPQNCy+phe/Tgv0bedisI0+9pFjGzkzN1GE8V9md/ToUXTr1g0jRozA/fffj1OnTgEAXnrpJTzyyCPVmqfPO60TJkzAM888g8ceewznzp3D7bffjrfeeguvv/46brvttmotRCAz8x+lkfg5Dzm20cc+coHeZnv+RvdwX28UKNhe8JP73/Ws9XFDsxF4+dLXMK/nAgy0XImbEv6K6JDomlhcUwn0bedisI0+9pFjGzk2CWwPP/wwevfujby8PISHh7vvv+mmm/DDDz/o/KScIkT1rwZ0+vRpaJpW4Ro8ZM6LJhMR1WX/2DkeZVqp7jRt63fGgx2erZkFIiKiajHj62TXMreYOwNqeJhhv0crLsGxydNN1eZCjRs3xo8//ohOnTohIiICO3bsQNu2bXHkyBF07doV586d83meF/Wp8MaNG3OHtRLVuXhuMHA6nTh48CD7eME2+thHzuxtzjjysT0vFVtyvsPRs7/gwvdUY0MT3J9R9UaFiviwFl6/Z/Y2RmMfObbRxz5ybCPHJoFN0zSvj/Fvv/2GiIiIas3T553WnJwc3H///ejatSsaN26MmJgYjy/ydBEHsgOaEAJ5eXns4wXb6GMfObO2cQoHVpxYgFf33Y2vj7+O5Vlv4f3DT+DNjEk4Xpzhnu5/Gg/1+nlWFw0a+je+2uv3zNqmprCPHNvoYx85tpEzdRPX2YON/DK5a665BnPnznX/W1EUnDlzBs888wyuu+66as3T5+HBw4cPx6FDh3DPPfcgLi6uwtkXx48fX60FCTRmHPZARFQblh57DTsL1uLCK6orUGFVQnBf+3+iSWhzOIUT7x3+J/YUpntMq0CBgMA1cTfhuvjRNbvwRETkMzO+TnYPD37teeOHB0952lRtLnTixAkMGjQIFosFGRkZ6N27NzIyMtC4cWOkpaVVa6Suz+ebXr9+PdavX49LL73U518WjDj8wTun04mMjAx06NABFoulthenTmEbfewjZ8Y2v5ccwc6CNV6/J6DBKcqQdvJz3NJiKiyKBXe3mYo1J5cj7dR3KHTkAwDiwppjSOyN6B1zhfT3mLFNTWIfObbRxz5ybCNn6tfHAhe+x+r/+Ztcs2bNsH37dnz66afYtm0bNE3DPffcgzvuuMPjxEy+8HmntXPnziguLq7WLyM6H7cjObbRxz5yZmuzM38tVFjc11u9kAYNvxSsx4iEB2FVbbAoVgyJG4FBsTegyJEPFRY0sDas0jVXzdamprGPHNvoYx85tqFgFR4ejrvvvht33323+76srCw8+uijePPNN32en8+faZ03bx6efPJJrF27Fjk5OSgsLPT4Ik98Z807i8WCnj17so8XbKOPfeTM2Oaco/L/bmhwolTzPNOgqqiItMUgwhZZpR1WM7apSewjxzb62EeObeRM3UTUwJeJ7dmzB//+97+xYMEC5OfnAyi/4syUKVPQtm1bpKamVmu+Pu+0RkVFoaCgAIMHD0ZsbCyio6MRHR2NqKgoREfz2ncXMvXwBwM5nU7s3r2bfbxgG33sI1dX25yx5yC7eD8KyrIrfK+hrbHuyZUAwKqEIMxS/6KWoa62qSvYR45t9LGPHNvIsUlg+vbbb9GzZ088+OCDmDhxInr37o3Vq1ejS5cu2L59O7744gvs2bOnWvP2eXjwHXfcgZCQEHzyySdeT8REREQEAKdLDiPt5AIcPbvVfV/TsM64Iu5eNK/XHQDQI3ow1p76TDoPBSp6Rg+BRfH5P1dERET+x8+0Ss2aNQsTJ07ErFmzsGDBAjzyyCOYOHEilixZgoEDB17UvH0+e3C9evWQnp6OTp06XdQvDnRmPCsaEZG/nCo5hMVHpsAhyiCgue8vv86qgpEtnkfrBn0AAKuyP8T6019WmIcCFfWtkbiv3T/R0NaophadiIgMZsbXye6zB79SA2cPfsScZw+OiorC5s2b0bFjRzgcDoSFheG///0vhg8fftHz9nl4cO/evXHs2LGL/sXBgsMfvHM6nUhPT2cfL9hGH/vI1aU2qdlvVthhBQDxx/9Ssl6DJsqXc0jcnRjW9B7Us3j+x7l9g564t+1LftlhrUtt6iL2kWMbfewjxzZypm7C67RKFRYWIioqCgBgtVoRHh6Ojh07+mXePo+3evDBB/Hwww/j0UcfRbdu3WCz2Ty+3717d78sGAW+6p7yOhiwjT72kasLbfJKf8OJ4l90phA44ziNzLPpaN2gNxRFQf/GN6Jvo+vw27kDsGulaBzaHFEhTfy6XHWhTV3GPnJso4995NiGgs2ePXuQnV1+DgshBPbv34+zZ896TFOd/UWfhwerasWDs4qiQAgBRVHM/c6JH5lx2AMRkT8cObMFXx17spKpFAxu+gAujb6hRpaJiIjqDjO+TnYtc8uXZho+PDjzsadM1cZFVVX3fuGFLnZ/0ecjrYcPH/b5lwQzh8NR24tQJzkcDqSnp6Nnz56wWnmClfOxjT72kasrbUItDaowlUCoWpXp/KOutKmr2EeObfSxjxzbyPH1cWAycj/R57+gVq1aGbEcAYtnV/ZOURRER0ezjxdso4995GqijRACmWfXY3feFzhVsheKYkGLepchMXoUYsO7AgCahnVCA2sTnHGcks7HqoSiTYO+hi3nhbjd6GMfObbRxz5ybCNn6iY8e7CUkfuJPg8PBoADBw5gzZo1OHnyJDTN8yQb06dP99vCmZkZhz0QEekRQmDTqTfxS/7nUKC6T7KkwAIBDVc2fQIdGl4LANhb8AO+P/GidF4DmoxHv8Z31MhyExFR3WLG18nu4cEv1sDw4H+Yc3iwkXw+e/A777yDrl27Yvr06fjyyy/x1Vdfub++/vprAxbR3Dj8wTuHw4ENGzawjxdso4995Ixuk3n2R/yS/zkAeJwVWMAJQCAtew6K7FkAgC6RQzCk6cOwKqEAABUWlF/Exop+je9E30a3G7KMMtxu9LGPHNvoYx85tpFjE/KVz8ODZ86ciVmzZuEf//iHEcsTcLyduIrKuyQkJLCPF2yjj33kjG7zS94XHkdYvdlX8A36NP4bAKB79PXoHDkYGYXrUGQ/iXBrFDpGXIFwa6Qhy6eH240+9pFjG33sI8c2cmxCvvJ5pzUvLw+33nqrEcsSkPhH6Z2qqvx8tATb6GMfOaPbnCzZq7vDKqDh5AWXuglRw3FJ1FDDlqmquN3oYx85ttHHPnJsI2fm18cKAMXAz52a+NO+hvJ5i7n11luRnJxsxLIEJA5/8M7hcCAtLY19vGAbfewjZ3QbVan8PxmqUjfPkMntRh/7yLGNPvaRYxs5NiFfVenVxb/+9S/37fbt2+Ppp5/Gpk2b0K1bN9hsNo9pH3roIf8uocmZ+Z0kI6mqinbt2rGPF2yjj33kLqaNEE5kn9uA42fXwClK0DCkHdpEjECYtZF7mhb1B+DXotQ/PsPqjYIW9S+r5tIbi9uNPvaRYxt97CPHNnKmbiKU8i8j529CPXv2rPJZobdt2+bz/Kt09uA2bdpUbWaKgl9//dXnhQhEZjwrGhEFp2LHKazLehAFZRl/nAm4/D8LClQkNXkCbRqOAACcKtmHbzL/5nWIsAIVNrUeRrf5HKGWiBpdfiIiMhczvk52LXOrF2ZBDTPw7MElJTj6+JOmagMAzz33nPt2SUkJ5s2bh65du6J///4AgE2bNuGXX37BpEmTMGfOHJ/nX6UjrUZeKDbQcfiDd64hMwMHDuQFty/ANvrYR646bYTQsD7rYRSWlb/heP5RVAENP5+agXrWOMTVuwxNwjrjyqZPYm32bADivJ1XBTa1Pq5NeKXO7rByu9HHPnJso4995NhGztSvj3mdVq+eeeYZ9+17770XDz30EJ5//vkK0xw7dqxa8/f52PyMGTNw7ty5CvcXFxdjxowZ1VqIQGbq4Q8GUlUViYmJ7OMF2+hjH7nqtPm9+Cfkl+2XDvlVoGJv3vvuf7dvOBSj2yzGpTF3Ij68FxLq9cVlTR7E6DaLERve9aLXwSjcbvSxjxzb6GMfObaRY5PA9sUXX2DcuHEV7r/zzjuxZMmSas3T5y3mueeew5kzZyrcf+7cOY/DwlSOf5TeqaqK2NhY9vGCbfSxj1x12pw4mwYFFun3BTScKvkZDq3YfV8DWxx6N/5fXN/idQxv/k8kRt9aZ4+wunC70cc+cmyjj33k2EbO1E1EDXyZXHh4ONavX1/h/vXr1yOsmkOrfd5ihBBeP2S7Y8cOxMTEVGshApndbq/tRaiT7HY7Vq5cyT5esI0+9pGrThunKK3SdJooq+5i1QncbvSxjxzb6GMfObaRY5PANnnyZPz973/HAw88gI8++ggfffQRHnjgAdx///2YMmVKteZZ5QH20dHRUBQFiqKgY8eOHjuuTqcTZ86cwcSJE6u1EIHMYpEfwQhmFosFffr0YR8v2EYf+8jJ2py1H0GJIwshlhg0sHk+f0eFdMARnWuvAkCYpTFsat0+kloZbjf62EeObfSxjxzbyJm5iSIMvk5rABxpffzxx9G2bVu8/vrr+OSTTwAAXbp0wcKFCzFq1KhqzbPKO61z586FEAJ33303nnvuOURGRrq/FxISgtatW7vPDkV/MvXwBwOpqsoj8xJso4995C5sk1+yA/ty56CgdKf7vvq2tugU8yia1LsSANAq4nrsyn0DTlEG72OSVLSPHAWlCtdorcu43ehjHzm20cc+cmwjx9fHgW/UqFHV3kH1pspbzPjx43HXXXdh9erV+Pvf/47x48e7v8aMGcMdVgkOf/DObrdj+fLl7OMF2+hjH7nz2+SX7MCWrPEoKN3tMc1Z+2Fs+30Sfj+7CgAQYmmIPrHPAVC8fLZVQeOwHugYeWfNrICBuN3oYx85ttHHPnJsI2fqJvxMa5Xk5+fj3XffxRNPPIHc3FwA5ddnPX78eLXmV6XrtBYWFrqvE1RYWKg7rZmuJ2Qk17Wc8vPzPY5KUzkhBIqKihAREVHlCxEHC7bRxz5y57fZdGIUCsv2Al6H/ioIscTgyharoSrlA25ySnZib977yDq3DoBAuCUO7SNHo0PkbbCooTW5GobgdqOPfeTYRh/7yLGNXEFBAaKiokx1LVLXa/vWM42/TuuRp8x3ndbz7dy5E1dffTUiIyNx5MgR7N+/H23btsXTTz+No0ePYtGiRT7Ps0rDg6Ojo5GVlYXY2FhERUV5/cNznaDJ6fR+2YRgxScp7xRFMe0fotHYRh/7yLnanCk7iMKyX3SmFChz5iCn+Ef3MOFGYd3xP/GvQRMOaMIOixIWUM9f3G70sY8c2+hjHzm2kTP1f194ndZKTZ06FXfddRdeeuklRET8eU6M4cOH4/bbb6/WPKs0PDg1NdU9Jn/16tVITU2t8OW6nzyZeviDgex2O5YtW8Y+XrCNPvaRc7UpKqna0JtiR1aF+1TFCqsabu4XFF5wu9HHPnJso4995NhGjk0C25YtW/C3v/2twv0JCQnIzs6u1jyrdKT1yivL34l3OBxYs2YN7r77brRo0aJavzDYWK1VPtdVULFarRg6dCj7eME2+thHztWmVMmo0vQhlihjF6gO4Xajj33k2EYf+8ixjZyZm/DswZULCwvz+pHS/fv3o0mTJtWap0+n7rJarXjllVc4BJj8wsxPWEZjG33B3qfY/isO5z6PnVk3YVf2rfit4N8oc54GUN6mYcglCLc2ByA/WmpR6qFJ+JU1tMR1Q7BvN5VhHzm20cc+cmxDwWjEiBGYMWOG+4i6oijIzMzE448/jltuuaVa8/T5fNNDhgzBmjVrqvXLgpHD4ajtRaiTHA4HVqxYwT5esI2+YO/ze9FnSD9xDbKKFuFM2Q4UlW5FZv5r2Hb8KuSd3YwVK1bA6dTQKeZR6H0wpn30g7Co4TW34LUs2LebyrCPHNvoYx85tpEzdROhGP9lcq+88gpOnTqF2NhYFBcX48orr0T79u0RERGBWbNmVWueVTp78PnefvttPPvss7jjjjuQlJSE+vXre3z/xhtvrNaCBBqePVifEAIOhwNWqzXgPjt3sdhGXzD3KSrdhl3Zt0J2PVUV4egel4rw0MZQFAUnznyLvTkz4dAKUf4epQZVCUOH6AfRquFdQdUvmLebqmAfObbRxz5ybCNn5rMHt3lutuFnDz78zBOmaiOTmpqKbdu2QdM09OrVC1dffXW15+XzmIW///3vAIBXX321wvd49mDyheuJnCpiG33B2udE4X9QvvPp7XlWg1MU4/eCb9A69m4AQLMGf0HT+kNx6txalDiyYbNEI7beIFjV+l5+PvAF63ZTVewjxzb62EeObQIQzx5cqUWLFmH06NEYPHgwBg8e7L6/rKwMn332GcaNG+fzPH0eHqxpmvSLO6wVmXr4g4EcDgeSk5PZxwu20RfMffKL18H7Dms5odmwc1NjjzaqEoK4+tegVeRYNGvwl6DeYQ3W7aYq2EeObfSxjxzbyLFJYJswYQIKCgoq3F9UVIQJEyZUa54+Dw+WycnJwYcffojJkyf7Y3am5xpCEAiH9omobtiUeQk0Uaw7TWRYf1wS93ENLREREZHvzPg62bXMbZ8xfnjwr8+Ze3iwqqr4/fffK5wpeMeOHRg0aBByc3N9nudFjVcQQiA5ORn/+c9/sGzZMjRs2JA7rRfw03sCAUcIgaKiIkRERPBzHhdgG32B3EcIDaX2A9BEMUKsrWG1RHt8PyI0CQUlGyE72iqEBVZHfwghAq7NxQrk7cYf2EeObfSxjxzbyPH1cWDq2bMnFEWBoigYMmSIx9B4p9OJw4cP49prr63WvH0eHgwAR44cwfTp09GqVStcd911CAsLw/Lly6t9sdhAxuEP3jkcDqxbt459vGAbfYHaJ+/s59ifNQAZv1+NQydvwN4TvXAs52E4/riUDQA0a3g35MODFUALR8b2VgHXxh8CdbvxF/aRYxt97CPHNnKmbiJq4MukRo4ciREjRkAIgWHDhmHEiBHur9tuuw1vv/02Pvroo2rNu8rDg0tLS7F06VK8++672LBhA4YPH47bb78dY8aMwY4dO9C1a9dqLUCgMuOwByKqHScL38TvBS+g/Lqq5z8lW2CzJKB93LewWmIAAJl5/8Rvhf8GYMGfO7AWAEDHxq+jcf3ram7BiYiIqsGMr5Pdw4On18Dw4BnmHh78wQcf4LbbbkNoaKjf5lnlI60JCQmYP38+Ro8ejRMnTmDp0qX461//6rcFCVSaptX2ItRJmqYhNzeXfbxgG32B1sfuOIHfC176418XvofohN15HKcK33Tf0zL6/9A19gNEh18JqxoNm9oYsfVvwaXx/0VM+LUB1cafAm278Tf2kWMbfewjxzZypm4iAMXAr+ocaZ03bx7atGmDsLAwJCUlYd26ddJp16xZ4x7Ce/7Xvn373NMsXboUvXv3RlRUFOrXr48ePXrgww8/rPLyDB48GKdOnXL/e/PmzZg8eTIWLFjg+8r9oco7rU6n071SFoul2r8w2PCMyt45nU5s2bKFfbxgG32B1if37OeVTOFE7tlPIMSf6xsVfgW6xL6Lvi22ok+LzWjf+AXUD+kccG38iW30sY8c2+hjHzm2kWMT/1m8eDEmT56MJ598Eunp6bjiiiswfPhwZGZm6v7c/v37kZWV5f7q0KGD+3sxMTF48sknsXHjRuzcuRMTJkzAhAkTsHLlyiot0+23347Vq1cDALKzs3H11Vdj8+bNeOKJJzBjxoxqrWeVhweXlJRgyZIl+M9//oNNmzZh+PDhuPPOOzF69Ghs376dw4MvYMZhD0RU837LmYq8c0ugdykbAOjSbFeFEzMRERGZkRlfJ7uHBz81GxYDhwc7S0rw68yqDw/u168fevXqhfnz57vv69KlC0aOHIk5c+ZUmH7NmjUYNGgQ8vLyEBUVVeXl6tWrF66//no8//zzlU4bHR2NTZs2oVOnTvjXv/6FxYsX48cff0RycjImTpyIX3/9tcq/16XKR1rDwsJwxx13IDU1Fbt27UKXLl3w0EMPweFwYNasWUhJSeG7Jl6YeviDgTRNw8mTJ9nHC7bRF2h9VDUS5Z9l1WOBqtardF6B1saf2EYf+8ixjT72kWMbOTbxj7KyMmzduhVDhw71uH/o0KHYsGGD7s/27NkT8fHxGDJkiPuoqDdCCPzwww/Yv38/Bg4cWKXlstvt7s+zrlq1CjfeeCMAoHPnzsjKyqrSPC5UrbMHt2vXDjNnzsTRo0exfPlylJaW4i9/+Qvi4uKqtRCBjH+U3mmaht27d7OPF2yjz2x9HM5TyC96Gzn5zyCv8F+wO455fD+q3ggAemdRtCAy/DqoSuUnMzBbm5rENvrYR45t9LGPHNvImbpJDZ09uLCw0OOrtLS0wqKcPn0aTqezwj5YXFyc9Kou8fHxWLBgAZYsWYKlS5eiU6dOGDJkCNLS0jymKygoQIMGDRASEoLrr78eb7zxBq655poqJbrkkkvw1ltvYd26dUhJSXFf5ubEiRNo1KhRleZxoSoPD67MqVOn8OGHH2Lq1Kn+mJ3pmXHYAxH5jxACBUVvIrfwRZT/F8h1tl+BhvXvRqOo56Ao5ecHOHLqLhSVpAK48D/iKhRY0S7uW4SH8CMYREQUGMz4Otk9PPjJGhgePOuJCvc/88wzePbZZz3uO3HiBBISErBhwwb079/fff+sWbPw4YcfepxcSc8NN9wARVHwzTffuO/TNA2//vorzpw5gx9++AHPP/88vv76a1x11VWVzm/NmjW46aabUFhYiPHjx+O9994DADzxxBPYt28fli5dWqXlOp+18kmqpkmTJtxh9cLU7yQZSNM0ZGVlIT4+HqparQP+AYtt9JmlT9HZRcgtnH3ePX8+FxSefQ+qWg8xkeX/UWrZaD5+y3sEBee+QflQYQWAE1a1MVo0+neVd1jN0qY2sI0+9pFjG33sI8c2cmZ+few+y6+B8weAY8eOeezQe7t8TOPGjWGxWCocVT158qRPI2Avu+yyCtdPVVUV7du3BwD06NEDe/fuxZw5c6q003rVVVfh9OnTKCwsRHT0n+fjuO+++1CvXuUfd/KGf0EGM/MfpZE0TcOhQ4fYxwu20WeGPkI4kFf4T70pkF/0NpxaAQBAVcPRstG/0Sl+PeKjpiMu8lG0avw+OjfbjAZh/XXm48kMbWoL2+hjHzm20cc+cmwjxyaVa9iwoceXt53WkJAQJCUlISUlxeP+lJQUDBgwoMq/Kz09HfHx8brTCCG8DlGWsVgsHjusANC6dWvExsZWeR7n89uRVvLOamVib6xWa5U/zB1s2EafGfqUlm2FUztVyVRlKC75AQ3q3ey+J8TaCo0j7q327zVDm9rCNvrYR45t9LGPHNvI8fWx/0ydOhVjx45F79690b9/fyxYsACZmZmYOHEiAGDatGk4fvw4Fi1aBACYO3cuWrdujUsuuQRlZWX46KOPsGTJEixZssQ9zzlz5qB3795o164dysrKsGLFCixatMjjDMV62rRpA0WRn2SyOmcP5hZjML6T5J2maTh27BhatGjBITMXYBt9ZuijaWf8Ol3Vf2/db1Nb2EYf+8ixjT72kWMbOb4+9p/Ro0cjJycHM2bMQFZWFhITE7FixQq0atUKAJCVleVxzdaysjI88sgjOH78OMLDw3HJJZdg+fLluO6669zTnD17FpMmTcJvv/2G8PBwdO7cGR999BFGjx5dpWWaPHmyx7/tdjvS09Px/fff49FHH63WetbqX1BaWhpuuOEGNGvWDIqi4Ouvv64wzd69e3HjjTciMjISERERuOyyyyq9WO6SJUvQtWtXhIaGomvXrvjqq68qTDNv3jy0adMGYWFhSEpKwrp16zy+/8orryAuLg5xcXF47bXXPL73008/ISkpqUqX+OEfpXeapuH48ePs4wXb6DNDH5utXdWms7b36+81Q5vawjb62EeObfSxjxzbyJm6SQ2dPdgXkyZNwpEjR1BaWoqtW7d6HOFfuHAh1qxZ4/73Y489hoMHD6K4uBi5ublYt26dxw4rAMycORMZGRnuaTZs2FDlHVYAePjhhz2+HnnkEXz88ceYMWMG9u/f7/sKoopnD/blBEuvvvpqlaf97rvv8OOPP6JXr1645ZZb8NVXX2HkyJHu7x86dAh9+/bFPffcgzFjxiAyMhJ79+5Fnz59pOOhN27ciCuuuALPP/88brrpJnz11VeYPn061q9fj379+gEAFi9ejLFjx2LevHm4/PLL8fbbb+Pdd9/Fnj170LJlS+zatQv9+vXDt99+CyEE/vKXv2DLli1ITEyE3W5H3759sWDBAvTp00e6bmY8KxoRVY3DnoFzZz9AWdnPUGBDaNgQhNe/AxZLE/c0J07+FSVlm1B+xuALqbBaWqBF0426w2eIiIgCkRlfJ7uWud00488efGjOE6ZqU1W//vorevTogcLCQp9/tkrDg9PT0z3+vXXrVjidTnTq1AkAcODAAVgsFiQlJfn0y4cPH47hw4dLv//kk0/iuuuuw0svveS+r23btrrznDt3Lq655hpMmzYNQPk47rVr12Lu3Ln49NNPAZTvWN9zzz2499573T+zcuVKzJ8/H3PmzMHevXvRvXt3DB48GADQvXt37N27F4mJiXj55ZcxcOBA3R3W81XlaGwwcjqdOHz4MNq0aQOLxVLbi1OnsI2+2u5z7uyHKMx/HOUDVcr/vu32dJw9829EN/oIIaHlb441jn4BJ07+BZo4A88dVwsAC2Jj/uX3HdbablOXsY0+9pFjG33sI8c2cmZ+fVxTZw8ORF9++SViYmKq9bNVGh68evVq99cNN9yAq666Cr/99hu2bduGbdu24dixYxg0aBCuv/76ai2EN5qmYfny5ejYsSOGDRuG2NhY9OvXz+sQ4vNt3LgRQ4cO9bhv2LBh2LBhA4Dycdxbt26tMM3QoUPd03Tr1g0HDhxAZmYmjh49igMHDiAxMREHDx7EwoULMXPmzCqvR15eHgoLC5GXl4e8vDyUlpbC6XS6/1gdDofHbddwCdltu93ucdt1oNx1WwhR4TYAj9uapnncdjgcuredTqfHbdfyym5XZZ3sdjtyc3PdyxUI6+Svx6msrAx5eXlwOp0Bs07+fJyEEMjNzfW6rkav09mzm1CY/ziEABxO2x/rp8LptEGIYuSeHo+y0vITMFktbRHXaDnqh98ATQuB5gwBoCAsZAiaNlqGsNC+fn+chBDIyclxT8+/pz9vO51O5OTkQAgRMOvkz8fJ4XAgLy+vwnqYeZ389Tg5nU7k5eWhrKwsYNbJn49TVf62zLZO/nqcHA6H+7VOoKyTvx6nsrIyUODq2bMnevXq5f7q2bMn4uPj8cQTT+CJJypeg7YqfP5M6z//+U/MmTPH4xTG0dHRmDlzJv75T71LPPjm5MmTOHPmDF544QVce+21SE5Oxk033YSbb74Za9eulf5cdnZ2hesSxcXFua9fdPr0aTidTt1punTpgtmzZ+Oaa67B0KFDMWfOHHTp0gUTJ07ESy+9hJUrVyIxMRE9e/ZEWlqa7nq0a9cOkZGRiImJQUxMDObMmYOdO3ciIyMDQPlR7MOHDwMANm/ejGPHjgEANmzYgKysLADln/09ffo0ACA1NRX5+fkAgOTkZBQVFQEAVqxYgZKSEjgcDqxYsQIOhwMlJSVYsWIFAKCoqAjJyckAgPz8fKSmprp7uNYhKyvLveN+7NgxbN68GQBw+PBh99H2jIwM7Ny5E0D554337t0LAD6v04YNG9C6dWtYrdaAWSd/PU6pqano06cPzpw5EzDr5M/HyWq1ol69eu71qMl1WrXqdwAqikuaIn1H+TVYz5xthR27nwGgIb+gOdLWrXWv05bNxxHXaD4szmT8/tt7aNVsD84VPo1fdtsNeZysVivy8/Nx5syZWn+c/LVO1XmcvK3TmTNnkJ+fD6vVGjDr5M/HKSMjA3369MGePXsCZp389TidOXMGffr0QWpqasCskz8fp/z8fJw9exZWqzVg1slfj9OePXvQsGFDWK3WgFknfz1Olb1+rvPq0OdZ66KRI0dixIgR7q+bb74ZzzzzDHbv3o377ruvWvOs0mdazxcREYFly5a5h866pKamYsSIEe4/Kp8XRFE8PtN64sQJJCQkYMyYMfjkk0/c0914442oX7++e6jvhUJCQvDBBx9gzJgx7vs+/vhj3HPPPSgpKXHPd8OGDejf/8/rH86aNQsffvgh9u3b53W+CxcuxLJly/DWW2+hU6dO2LJlC3777TfccccdOHz4cIVrJ7nGvf/6669o1KiR+52oevXquU/zbbFY4HA4oCiK+7aqqlBVVXrbbrfDYrG4b1utViiK4r4NlL+rdf5tm83mfpfPZrNB0zQ4nU73bU3TYLVapbddR7dct13LLrtdlXUqLS3Fr7/+io4dO0LTtIBYJ389TqWlpThy5AjatSs/mU8grJM/HycA2L9/P9q3b4+QkJAaXacTv3WDRc2FEAqcWiislhIIoULTbLBYSiGECqttEJrEfVgrj5MQAvv370eHDh1gs9n493TeOtntdmRkZKBTp05QFCUg1smfj5PT6cSvv/6Ktm3bwmKxBMQ6+etxAsrPsdG6dWuEhoYGxDr583Gqyt+W2dbJX49TWVkZDh48iE6dOkEIERDr5K/H6eTJk4iLizPV5zZdr+3bPz4bllADP9NaWoKDLwTmZ1ovhs+XvLnpppswYcIE/POf/8Rll10GANi0aRMeffRR3HzzzZX8dNU1btwYVqsVXbt29bi/S5cuWL9+vfTnmjZt6j5i6uL6w3DN12Kx6E5zodOnT2PGjBlIS0vDTz/9hI4dO6JDhw7o0KED7HY7Dhw4gG7dunn92aioKN0N7vzrVFXlts1mq9ZtRVHct11PHlW9ff7nMKpyu6rrVFJSEnDrVJ318LZOxcXFUFXVvQyBsE5VXY/K1snpdKK0tNT975pcJ4ulGBCAoghYLSV/rJ8Gi6W0wu3aeJxcbVy/i39Pnuvkuih6IK2TPx+n4uJi9w5roKzThbers05OpxPFxcWw2Wzuz6GbfZ2qc1tvnSr72zLjOvnrcXK1CaR18mU9qrJOpmP0EVGTHm0tLCx07/NUdqKl8w/iVZXPw4PfeustXH/99bjzzjvRqlUrtGrVCnfccQeGDx+OefPm+To7qZCQEPTp06fCaZEPHDjgvu6QN/3790dKSorHfcnJyRgwYIB7vklJSRWmSUlJcU9zocmTJ2PKlClo3rw5nM4/P2cIeI7n94YfvPfOYrGgZ8+e7OMF2+irzT4hIb1RfiIlGRUhIf1qanEq4LYjxzb62EeObfSxjxzbyLFJ4ImOjsbJkycBlB+0i46Oln6FhYWhS5cuWL16dZXn7/OR1nr16mHevHl4+eWXcejQIQgh0L59e9SvX9/XWeHMmTM4ePCg+9+HDx/G9u3bERMTg5YtW+LRRx/F6NGjMXDgQAwaNAjff/89/vvf/2LNedcaGjduHBISEjBnzhwA5dcFGjhwIF588UWMGDECy5Ytw6pVqzyOzk6dOhVjx45F79690b9/fyxYsACZmZmYOHFihWVMSUlBRkYGFi1aBADo27cv9u3bh++++w7Hjh2DxWJxn0XZG70d2mDmdDqxd+9edOnShU9cF2AbfUb10RzHUXbuA9iLlwOiGKqtK0Lqj4c19Gr30ZX6De5DWek6yRwUABaE17/db8vkK247cmyjj33k2EYf+8ixjZyZXx/z7MHepaamus8MXNnOaGlpKb7++mv8/e9/l34080I+77S6ZGVlISsrCwMHDkR4eLh7rL4vfv75ZwwaNMj9b9f1YMePH4+FCxfipptuwltvvYU5c+bgoYceQqdOnbBkyRL8z//8j/tnMjMz3cMaAGDAgAH47LPP8NRTT+Hpp59Gu3btsHjxYvc1WgFg9OjRyMnJwYwZM5CVlYXExESsWLGiwhHc4uJiPPDAA1i8eLH7dyQkJOCNN97AhAkTEBoaig8++ADh4eE+rTcR1S2Osp9xLudOQJTCdXkaZ+mPKC5Ngy18NMKiXoKiKAgNG4L6EZNxtmguyo+4uv6jW/5iJCpmPiyW+FpYAyIiIqLac+WVV3q9LdOjRw/3ScCqwucTMeXk5GDUqFFYvXo1FEVBRkYG2rZti3vuuQdRUVF+PYOwmZnxoslEwUhoxSj6vR8gCgFoXqcJi3wBIecdQS0tScO5s/9BWdk2KLAiNOwa1GtwN2y2zjW01EREROZlxtfJrmXu8KjxJ2LKeNl8J2Kq7HOs56vOevn8mdYpU6bAZrMhMzMT9erVc98/evRofP/99z4vQKAz8/AHIzmdTqSnp7OPF2yjz9997CX/BUQ+ZDusgIKys+/g/Pf3QsMGIrrRB4iL34XY+HRERr9UJ3ZYue3IsY0+9pFjG33sI8c2cmwSeCr7HOv5X9Xh8/Dg5ORkrFy5Es2bN/e4v0OHDjh69Gi1FoKCE4dVy7GNPn/2cZb9jPKnQodkCgHNcQgQZwAlwm+/1yjcduTYRh/7yLGNPvaRY5vAw8+0enf+51iPHDmCxx9/HHfddZf7EqMbN27EBx984D4Pka983mk9e/asxxFWl9OnT1e4Vinx7GgyFosFnTvX/pGpuoht9Pm/T1U/i+/bZ/ZrA7cdObbRxz5ybKOPfeTYRo6vjwPP+Z9jnTFjBl599VWMGTPGfd+NN96Ibt26YcGCBRg/frzP8/d5ePDAgQPdZ9IF4L6Q9Msvv+xxUiUq53DIjt4EN4fDgS1btrCPF2yjz999rKGXQ36UFQBUqLZEKGoDv/w+I3HbkWMbfewjxzb62EeObeRM3UTUwJfJbdy4Eb17965wf+/evX06+dL5fD7S+vLLL+Oqq67Czz//jLKyMjz22GP45ZdfkJubix9//LFaCxHIfD2jcrBQFAXR0dHs4wXb6POljxB2aCUr4Dy3GMJ5HIraGJZ6f4UaPhKKUj5kyxp2LRQ1DkI7jT/PBnw+DaH1/+bflTAItx05ttHHPnJso4995NhGjk0CW4sWLfDWW29VOEHv22+/jRYtWlRrnj6fPRgAsrOzMX/+fGzduhWapqFXr164//77ER/PSz24mPGsaESBRGjnYM+dAGHfgvJBJRrKh/gKKNYOsMV8AsXSCADgtO/DuZzbILQ8/PkWZ/klbUIa3I/QiMf4H1giIiI/MePrZNcyd5xq/NmDD7xqvrMHn2/FihW45ZZb0K5dO1x22WUAgE2bNuHQoUNYsmQJrrvuOp/n6fPw4MzMTMTFxeG5557Dt99+ixUrVmDmzJmIj49HZmamzwsQ6Ew9/MFADocDGzZsYB8v2EZfVfs4CmdD2Lf+8S/XmYHLd0iF41fYCx51T2uxdUaD2DUIbfgULLZeUK2dYQ0fiXqNv0ZYw3+YZoeV244c2+hjHzm20cc+cmwjxyaB7brrrkNGRgZGjBiB3Nxc5OTkYMSIEThw4EC1dliBagwPbtOmDbKyshAbG+txf05ODtq0acNTWF9AVX1+XyAoqKqKhIQE9vGCbfRVpY/QCqAVfwH5ZWycEKVrIBxHoFhbAwAUNQqhDf4XoQ3+1+/LXFO47cixjT72kWMbfewjxzZyZm7CswdXTfPmzTFr1iyP+3JycjB37lxMnjzZ5/n5vMUIIbwedThz5gzCwow7VG5WZv6jNJKqqmjVqhX7eME2+qrSR9h3ArBXOi+trHonA6iruO3IsY0+9pFjG33sI8c2cmwSPIQQWLlyJUaNGoVmzZpV2JGtqipvMVOnTsXUqVOhKAqefvpp97+nTp2Khx9+GKNHj0aPHj2qtRCBjMMfvHM4HEhLS2MfL9hGX9X6BMjblD7itiPHNvrYR45t9LGPHNvImboJzx5cJUeOHMH06dPRqlUrXHfddQgNDcXy5cuRnZ1drflVeXhweno6gPK95V27diEkJMT9vZCQEFx66aV45JFHqrUQgYzvJHmnqiratWvHPl6wjb6q9FFs3QHYUNnRViWkj38XrpZx25FjG33sI8c2+thHjm3k2CQwlZaWYunSpXj33XexYcMGDB8+3H291mnTpqFr167VnneVd1pXr14NAJgwYQJef/11057Nqqbxj9I71+c8qCK20aeqKprFN4Qo+RRO+y4AFiihA6GEDoGilD+lKWoU1PC/QiteDO+fa7VACb0cqrVNTS664bjtyLGNPvaRYxt97CPHNnKmfn1s9NFQEx9pTUhIQNeuXXHnnXfiyy+/RHR0NABgzJgxFz1vn7eYuXPnej2kn5ubi8LCwoteoEBj6uEPBnI4HEhNTWUfL9hGX9nZtUhd9RnK8mZDFH8FUbwEWv79cJ6+GsJxxD2dteGTUGy9/viX66mu/PP4iqUNbJGv1Ohy1wRuO3Jso4995NhGH/vIsY0cmwQmp9MJRVGgKAosFotf5+3zTuttt92Gzz77rML9n3/+OW677Ta/LFQgMfU7SQZSVRWJiYns4wXbyAn7AaBwErq2/BqqagfgBPDHf/icWXDmjoUQxQAARa0HW6OPYI16tXwYsCUBiu1SWBvOhK3x11AsjWttPYzCbUeObfSxjxzb6GMfObaRM3MT19mDjfwyq6ysLNx333349NNP0bRpU9xyyy346quv/HLpQEUI4VOamJgY/Pjjj+jSpYvH/fv27cPll1+OnJyci16oQGDGiyYT1XXO/GkQJUtRvrPqndrwBaj1/lpzC0VEREQ+MePrZNcyd35oNiyhxl0xxVlagn3/esJUbbw5dOgQ3n//fXzwwQc4fvw4xowZg7vuuguDBw+u1lFYn9/mKC0t9XpI3263o7i42OcFCHR2e+WX3QhGdrsdK1euZB8vgqqNEMC2bVWfvHQlHE4rftj2NBzOUC9TKNBKk/23fCYTVNuOj9hGH/vIsY0+9pFjGzlTN+HZg6ukXbt2mDlzJo4ePYrly5ejtLQUf/nLXxAXF1et+fm809qnTx8sWLCgwv1vvfUWkpKSqrUQgczf47kDhcViQZ8+fdjHi6Bqs3o1kJQEpKZWbXpRAlW1o1eHRX8MD64wASBK/LqIZhJU246P2EYf+8ixjT72kWMbOTYJHqqqYvjw4fjyyy/x22+/4YknnqjWfKp89mCXWbNm4eqrr8aOHTswZMgQAMAPP/yALVu2IDk5eI9wyJh5zL6RVFVFTExMbS9GnRRUbT7/vPz/v/gCGDy48umtHaE69iA64qhkAgsUa2e/LZ7ZBNW24yO20cc+cmyjj33k2EbOzK+Pjf7cqZk/01qZJk2aYOrUqdX6WZ+3mMsvvxwbN25E8+bN8fnnn+O///0v2rdvj507d+KKK66o1kIEMlMPfzCQ3W7H8uXL2ceLoGnjdJbvrALl/+90QggnhH0PRNk2CC23wo+o9cfB7rBh5ZZZsDu8DQ/WoNYL3hPCBc22Uw1so4995NhGH/vIsY0cm5CvfD4RE1WN68Pa+fn5iIyMrO3FqXOEECgqKkJERIRfzigWSIKmzdq1wFVXuf8pVk6H6LEa0LL/uMcChA2HEjENiqVJ+TTCCWfewyjK344G4SehKK5rsKoANKgRj0Otf29NrkWdEjTbTjWwjT72kWMbfewjxzZyBQUFiIqKMtXJhlyv7bvcb/yJmPb+2/wnYvK3ah2bP3ToEJ566incfvvtOHnyJADg+++/xy+//OLXhQsEfJLyTlEUNGzYkH28CJo2S5YA1vJPKAirCnz+r/N2WAHACZR8B5E7yn3UVVEssES/jsi4+6BYm/85qa0n1Ki3g3qHFQiibaca2EYf+8ixjT72kWMbOTYhX/m807p27Vp069YNP/30E5YsWYIzZ84AAHbu3IlnnnnG7wtodhz+4J3dbseyZcvYx4ugaKNp5Z9n/eNM5IpDA74pArQLB344AWc2xJm33fc4HBr+uyoSWuT3sMSmwxK3C9ZGi6GGDanBFaibgmLbqSa20cc+cmyjj33k2EbO1E149uBK7dy5U/q9r7/+ulrz9Hl4cP/+/XHrrbdi6tSpiIiIwI4dO9C2bVts2bIFI0eOxPHjx6u1IIGGw4P1CSFQUlKCsLAwvtt2gaBos2kT0L9/hbu15S2AXl6G3CgNoMRugaJYgqNPNbGNHNvoYx85ttHHPnJsI2fq4cGTamB48DxzDw+Oj4/Hjz/+iLZt23rcv2TJEowbNw5nz571eZ4+nz14165d+OSTTyrc36RJE+Tk5Pi8ABS8rFafN7+gYfo2n38OLF8u//6ePeVDg8+75rOwAMoTJ4GOId5/JuxO4C83Abfeav4+BmIbObbRxz5ybKOPfeTYJvAof3wZOX+z+/vf/44hQ4Zgw4YNiI+PBwAsXrwYd999NxYuXFitefo8PDgqKgpZWVkV7k9PT0dCQkK1FiKQOc57UU5/cjgcWLFiBft4ERBt9u8HFi0q//roI+Djjz2/0tM9dlgBQHEC2F0KLC3y/FpSBOWLIigffgbs3x8YfQzCNnJso4995NhGH/vIsY0cmwS26dOn48Ybb8TVV1+N3NxcfPLJJ5gwYQIWLVqEW2+9tVrz9Hl48GOPPYaNGzfiiy++QMeOHbFt2zb8/vvvGDduHMaNG8fPtf6Bw4P1CSHgcDhgtVo5ZOYCAdNm8WLgnnuA0tIKO6i+EBYAoTYo730IjB4dOH0MwDZybKOPfeTYRh/7yLGNnJmHB3f9u/HDg/fMN/fwYJexY8fip59+wvHjx/HJJ59gxIgR1Z6Xz2MWZs2ahbvuugsJCQkQQqBr165wOp24/fbb8dRTT1V7QSj4uJ7IqaKAaDN6NNC3L8SokcDWndW6WLZQAHQLBz5fDnQY5L4/IPoYhG3k2EYf+8ixjT72kWMbChbffPNNhftGjhyJtWvXYsyYMVAUxT3NjTfe6PP8fR4ebLPZ8PHHH+PAgQP4/PPP8dFHH2Hfvn348MMPYbFYfF6AQMfhD945HA4kJyezjxeB0kYIAa3RYoil54CHGkEogKjiM45Q/9hhfbglsH41lAt2WAOhjxHYRo5t9LGPHNvoYx85tpEzcxNFGP9lRiNHjqzwdeutt+K3337De++9577vpptuqtb8fR4efD7Xj3LIQ0WuIQSBcGifqDrEmQUQZ175844fz0GZmA3kOcs/vyr7OYsKxNQHPpwBDH0IilKty0kTERFRHWXG18muZb5kovHDg395KzCGB/tTtV4N/uc//0FiYiLCwsIQFhaGxMREvPvuu/5etoBwEe8JBDQhBAoLC9nHi0BoI0QZxNkFnndeXg/irshKrz+mQIFy//9BGTbZ6w5rIPQxCtvIsY0+9pFjG33sI8c2cqZuwuu0Vkt+fv5F/bzPO61PP/00Hn74Ydxwww344osv8MUXX+CGG27AlClT+JlWL8w8/MFIDocD69atYx8vAqJN2TZAFFa4W/nmDKBV8rNOJ/DFF9JvB0Qfg7CNHNvoYx85ttHHPnJsI8cmge3FF1/E4sWL3f++9dZbERMTg4SEBOzYsaNa8/R5eHDjxo3xxhtvYMyYMR73f/rpp3jwwQdx+vTpai1IoDHjsAcifxElqyHy/+Z5569lUC8/WnFii6V8R/VCGRlA+/bGLCARERHVGjO+TnYPD/7bbFhCDBweXFaCX9429/Dgtm3b4qOPPsKAAQOQkpKCUaNGYfHixfj888+RmZmJ5ORkn+fp85FWp9OJ3r17V7g/KSmJ75p4oWmVHVYKTpqmITc3l328CIg21g6ocHns5Wc8TsQkXN/u1av8/8//bLyqAkuWeJ11QPQxCNvIsY0+9pFjG33sI8c2cmwS2LKystCiRQsAwLfffotRo0Zh6NCheOyxx7Bly5ZqzdPnndY777wT8+fPr3D/ggULcMcdd1RrIQKZ09sRJILT6cSWLVvYx4tAaKNYmwMh/wPgzzOKK8vOuD+nISwA6lsgPv8c2LwZ+PxzoH59wHVZACHKr/PqRSD0MQrbyLGNPvaRYxt97CPHNnJmbsKzB1cuOjoax44dAwB8//33uPrqqwGUf5a5uo+9z8ODH3zwQSxatAgtWrTAZZddBgDYtGkTjh07hnHjxsFms7mnffXVV6u1UIHAjMMeiKpKOA5BO/cphH0bABvU0Kug1BsFRW103jS/QeSOArQ84FgJ1L5Hyu9XAPSqB3y2DEr7q/+c6dGj5dd23by5fKfVdV/LljW2XkRERGQ8M75Odi1z4n3GDw/evcDcw4MfeOABfPvtt+jQoQPS09Nx5MgRNGjQAIsXL8aLL76Ibdu2+TxPn4+07t69G7169UKTJk1w6NAhHDp0CE2aNEGvXr2we/dupKenIz09Hdu3b/d5YQIRhz94p2kaTp48yT5e1PU22rlP4Tx9LcS5DwH7TsC+FdqZ1+A8NRii7M8nIcXaHEqjpUC9McCKUgB/7LA+MgBYv8NzhxUAWrUC1q8Hnnzyz6HCS5dW/P11vE9tYhs5ttHHPnJso4995NhGztRNePbgSr322mt44IEH0LVrV6SkpKBBgwYAyocNT5o0qVrztPr6A6tXr67WLwpWpv6jNJCmadi9ezcGDhwIVeV1OM9Xl9uIsp+hFT79x7/OH96hAaIYzrx7YGmyBooaCQBQLE2hNJwOcXA/RNNVwCcfQxl0dYX5ulmtwPPPA0OGAGPGAFu3VpikLvepbWwjxzb62EeObfSxjxzbyPH1cWCz2Wx45JFHKtw/efLkas/T5+HBv//+O+Li4rx+b+fOnejevXu1FyaQmHHYA1FlHHmTgNIf4LnDej4FasQ0qPXv9rz7zJnykyvVq1f1X3buHKBpwB/vzhEREVFgMOPrZNcyd7vX+OHBu9413/Dgb775BsOHD4fNZsM333yjO+2NN97o8/x9PtLarVs3vPvuuxV+2SuvvIKnn34axcXFPi9EIOM7Sd5pmoasrCzEx8fz3ccL1Ok2Zesg32EFAAGt9MeKO63V2fGU7ODW6T61jG3k2EYf+8ixjT72kWMbOb4+DjwjR45EdnY2YmNjMXLkSOl0iqJU62RMPv8F/eMf/8Do0aMxceJEFBcX4/jx4xg8eDBefvllj4vIUjn+UXqnaRoOHTrEPl7U6TaiKstk7BkB63SfWsY2cmyjj33k2EYf+8ixjZypm/AzrV5pmobY2Fj3bdlXjZ09GAB27NiBO++8EyUlJcjNzcVll12G9957TzpsOBiZcdgDUWUcuWOBss2Q75iqUBs8CLXBgzW5WERERGQiZnyd7B4efE8NDA/+j/mGB1fV8ePHkZCQ4PPPVWusQtu2bXHJJZfgyJEjKCwsxKhRo7jDKmHqd5IMpGkajh49yj5e1OU2ar27oPd5VsACJXyUoctQl/vUNraRYxt97CPHNvrYR45t5MzchNdprZ7s7Gw8+OCDaN++fbV+3ued1h9//BHdu3fHwYMHsXPnTsyfPx8PPvggRo0ahby8vGotRCAz8x+lkTRNw/Hjx9nHi9pqI4QTjpIfUJr/D5TkPYSyM/MgnKc8plHDhkCp/7c//mU57zsWACrUqLlQLMa+gcVtR45t5NhGH/vIsY0+9pFjGzk2CUz5+fm444470KRJEzRr1gz/+te/oGkapk+fjrZt22LTpk147733qjVvn4cHh4aGYsqUKXj++edhs9kAAIcOHcLYsWORmZmJ3377rVoLEmjMOOyBgpfm/B0luXdCOA6gfAfU9bSgIiTyRdjq/dVz+tJ10M5+ANi3A4oNSuhgqPXGQ7F1rOElJyIiIrMx4+tk1zJ3n2D88OCd75tzePCkSZPw3//+F6NHj8b333+PvXv3YtiwYSgpKcEzzzyDK6+8strz9vlIa3JyMl544QX3DisAtGvXDuvXr8ff/vY3nZ8MTtX9sHGgczqdOHjwIPt4UdNthNBQkjsWwnHItQQAtD++HCgreATO0g0eP6OGXgFrzLuwxv0Ma+xGWCJn1dgOK7cdObaRYxt97CPHNvrYR45t5NgkMC1fvhzvv/8+XnnlFXzzzTcQQqBjx45ITU29qB1WoBo7rbJfqKoqnn766YtamEBUjfNcBQUhBPLy8tjHi5pu4yxdC+HYD72TK5WdmVcjy1IV3Hbk2EaObfSxjxzb6GMfObaRM3UTnj1Y6sSJE+jatSuA8nMghYWF4d577/XLvKu803rdddehoKDA/e9Zs2YhPz/f/e+cnBz3QtKfrFafL4UbFKxWK/r06cM+XtR0G2dpCvQv2eyEVrYeQpTUyPJUhtuOHNvIsY0+9pFjG33sI8c2cmwSmDRN8xiNa7FYUL9+fb/Mu8pbzMqVK1FaWur+94svvogxY8YgKioKAOBwOLB//36/LFQg4fAH75xOJzIyMtChQwdYLJbKfyCI1HgbUYLK39YTgLADinGf4agqbjtybCPHNvrYR45t9LGPHNvImfn1sdFn+DXz2YOFELjrrrsQGhoKACgpKcHEiRMr7LguXbrU53lXeaf1wsP4pj6sT3VCcXFxbS9CnVWTbVRrVwD6Tx6KGg8oDWpmgaqA244c28ixjT72kWMbfewjxzYUTMaPH+/x7zvvvNNv867y2YNVVUV2djZiY2MBABEREdixYwfatm0LAPj999/RrFkzU79z4k9mPCsaBSeh5eHc730BlEmmUGGLeAwhDf5ek4tFREREAcqMr5Ndy3zpOOPPHrxjkTnPHmykKn+mVVEUKIpS4T7Sx51475xOJ3bv3s0+XhjRxuk8BXvZbjidWRW+p6jRCI36J8qfDi4cvqRADekHW/27/bYsF4vbjhzbyLGNPvaRYxt97CPHNnJsQr7yaXiw3hjl8z/vSkR1g92+D0UFM1FWuhquz63aQvojIvIJhIQkuaezht8IxRIP+5m34Cz9AYCAoibAVn88rPXvgqKE1s4KEBEREdUhihBQDPyYpJHzNrMqDw+eMGFClWb4/vvvX9QCBQozDnugwGIv243c0yMhRCk8L2dTfkQ1uvEnCA29vMLPCWEH4AAQxtEURERE5HdmfJ3sWuYeY2cZPjx4+4dPmqpNTajykVbujFYPhz9453Q6sXPnTnTv3p1n1LuAv9oU5k/zssMKAFr59/OmonHcRiiK56cEFMUGwIa6ituOHNvIsY0+9pFjG33sI8c2cqZ+fWz0tVR5oNWrKn+mlcjfwsPDa3sR6qyLbeOwZ8Bu34qKO6wuGpzOYygr23hRv6e2cNuRYxs5ttHHPnJso4995NiGyD94ZV+D8Z017ywWCzp37lzbi1En+aONw3G4StM5HUcAL0OE6zJuO3JsI8c2+thHjm30sY8c28iZ+fUxr9NaO3ik1WAOh6O2F6FOcjgc2LJlC/t44Y82qhpZxenM91kJbjtybCPHNvrYR45t9LGPHNvIsQn5ijutBuOJbLxTFAXR0dHs44U/2thCkqCqsZX8onCEhA6u9u+oLdx25NhGjm30sY8c2+hjHzm2kTN1E1EDX1QBd1oNZubhD0ayWCxo3749+3jhjzaKYkWDho/pTtMg4iGoav1q/47awm1Hjm3k2EYf+8ixjT72kWMbOTYhX3Gn1WAc/uCdw+HAhg0b2MeLqrYpc/yGwnMrUFScAqdWUOH79erfjojIGQBCASgo/wh7+f/Xj5iM+g0eMmDpjcdtR45t5NhGH/vIsY0+9pFjGzkzN3F9ptXIL6qIJ2IymKryfQFvVFVFQkIC+3hRWRu783dk5T6GMyU/wDWGREEoohuMRVzUk1CUEPe09Rvci/B6t6Kk+L9wOk9AVRsjLPxGWCyNa2JVDMFtR45t5NhGH/vIsY0+9pFjGzk2IV8pQgjuzxvAjBdNprrPqeXj1+zhsDuPo+LlbBREhA9D80bvmvuzIkRERBTQzPg62bXMvW6bBUtImGG/x1lWgm2fPWmqNjWhVt/mSEtLww033IBmzZpBURR8/fXX0mn/9re/QVEUzJ07t9L5LlmyBF27dkVoaCi6du2Kr776qsI08+bNQ5s2bRAWFoakpCSsW7fO4/uvvPIK4uLiEBcXh9dee83jez/99BOSkpKqdGFkMw9/MJLD4UBaWhr7eKHXJrfofdidv8H79VcFioq/x7nSTYYvY23itiPHNnJso4995NhGH/vIsY0cm5CvanWn9ezZs7j00kvx5ptv6k739ddf46effkKzZs0qnefGjRsxevRojB07Fjt27MDYsWMxatQo/PTTT+5pFi9ejMmTJ+PJJ59Eeno6rrjiCgwfPhyZmZkAgF27dmH69On49NNP8cknn+CJJ57A7t27AQB2ux0TJ07EW2+9VaUPkXP4g3eqqqJdu3bs44Vem7yznwDQdH7agvyziw1btrqA244c28ixjT72kWMbfewjxzZyZm7Cz7TWjlrdYoYPH46ZM2fi5ptvlk5z/PhxPPDAA/j4449hs9kqnefcuXNxzTXXYNq0aejcuTOmTZuGIUOGeByhffXVV3HPPffg3nvvRZcuXTB37ly0aNEC8+fPBwDs3bsX3bt3x+DBgzFkyBB0794de/fuBQC8/PLLGDhwIPr06VOldTTzH6WR+DkPOb02DuepSn7aCbvzhDELVkdw25FjGzm20cc+cmyjj33k2EaOTchXdXqL0TQNY8eOxaOPPopLLrmkSj+zceNGDB061OO+YcOGYcOGDQCAsrIybN26tcI0Q4cOdU/TrVs3HDhwAJmZmTh69CgOHDiAxMREHDx4EAsXLsTMmTOrvA4c/uCdw+FAamoq+3ih18aqNqrkpy2wWZoas2B1BLcdObaRYxt97CPHNvrYR45t5EzdhNdprRV1eqf1xRdfhNVqxUMPVf3SHNnZ2YiLi/O4Ly4uDtnZ2QCA06dPw+l06k7TpUsXzJ49G9dccw2GDh2KOXPmoEuXLpg4cSJeeuklrFy5EomJiejZsyfS0tJ0l6ewsBCFhYXIy8tDXl4eSktL4XQ63Z+HdTgcHrc1TdO9bbfbPW67zqPlui2EqHAbgMdtTdM8brueOGS3nU6nx23X8spuV2WdNE3DJZdcAlVVA2ad/PU4OZ1OJCYmuqc/f9mjGoyBEFZozvIzBAvN4r6taVZomorI+rfWuXXy5+Okqiq6du3q/v2BsE7+epxUVUWXLl3gEgjr5K/HCSh/bldVNWDWyZ+PkxACiYmJ7uegQFgnfz1OAJCYmOjuFAjr5M/HCaj8b8ts6+Svx0kIga5du0JV1YBZJ389TlU5LwzR+ersTuvWrVvx+uuvY+HChT6fCfXC6YUQFe6rbJqJEydi//792L9/PyZOnIiFCxciIiIC/fv3x7333ouvvvoKr776Km677TaUlpZKl6VNmzaIjIxETEwMYmJiMGfOHOzcuRMZGRkAgPT0dBw+fBgAsHnzZhw7dgwAsGHDBmRlZQEoP2HV6dOnAQCpqanIz88HACQnJ6OoqAgAsGLFCpSUlMDhcGDFihVwOBwoKSnBihUrAABFRUVITk4GAOTn5yM1NRVA+U68a8c7KyvLfbT52LFj2Lx5MwDg8OHDSE9PBwBkZGRg586dAMqHUbuGTfu6TuvXr4eiKFBVNWDWyV+P06pVqxAbG4vCwsIK6xTT4G4UFw7E8YMPAwAKc/sh69f7AAAFp67C6WOPoH7o/9S5dfLn46SqKk6fPo39+/cHzDr563FSVRU7d+5EYWFhwKyTvx6nwsJCj+0nENbJn4/T/v37ERsbi927dwfMOvnrcSosLERsbCxWrVoVMOvkz8cpNzcXe/fuhaqqAbNO/nqcdu/ejfz8fKiqGjDr5K/Hac2aNTAzfp615tWZS94oioKvvvoKI0eOBFD+2dSpU6d6jHl3HWVp0aIFjhw54nU+LVu2xJQpUzBlyhT3fa+99hrmzp2Lo0ePoqysDPXq1cMXX3yBm266yT3Nww8/jO3bt2Pt2rUV5nn69Gn07dsXaWlp2LZtG2bOnOn+A2/SpAlSU1PRrVs3j59xnRb74MGDaNKkifsdpXr16sFqLb88rsVigcPhgKIo7tuqqrrfkfN22263w2KxuG9brVYoiuK+DZS/q3X+bZvNBiGE+7amaXA6ne7bmqbBarVKb7veXXbddi277HZV1qm4uBhr167FkCFD3D9n9nXy1+NUXFyMdevW4aqrroKqqhXWqbTsGH7LeRSljnUQmgVCWKBaNDQMvw2xDZ9GSEiDOrdO/nycNE3DDz/8gKuuugphYWEBsU7+epycTid++OEHDBo0CKGhoQGxTv56nEpLS7F69WoMGTIEFoslINbJn4+T3W7H2rVrceWVV8JmswXEOvnrcdI0DWvWrMEVV1yB8PDwgFgnfz5OVfnbMts6+etxKikpwZo1azBkyBAoihIQ6+Svxyk7Oxvx8fGmuqyL67V90qhZsNqMu+SNw16CrZ/zkjcXqrM7rTk5Oe53aVyGDRuGsWPHYsKECejUqZPX+YwePRpFRUXud5yA8hM+RUVF4dNPPwUA9OvXD0lJSZg3b557mq5du2LEiBGYM2dOhXneeeed6NevHx588EF89dVXmDFjhvudqOjoaKxevRo9evTw+BnXhp2Xl4eoqChfcwQ8TdOQn5+PqKgofhj/D4Wle3C04H38fjYVjrNN0DAyFC0j70CziJuhKtYK05faD6KkbCegWFE/9HJYLZV93jUwcNuRYxs5ttHHPnJso4995NhGLj8/H9HR0abaMXPvtN460/id1i+eMlWbmlDxlXANOnPmDA4ePOj+9+HDh7F9+3bExMSgZcuWaNTI80W4zWZD06ZNPXZYx40bh4SEBPfO5sMPP4yBAwfixRdfxIgRI7Bs2TKsWrUK69evd//M1KlTMXbsWPTu3Rv9+/fHggULkJmZiYkTJ1ZYxpSUFGRkZGDRokUAgL59+2Lfvn347rvvcOzYMVgsFukONMCzo8moqoqYmJjaXow64+TZVOw8+TAAAQEnLPWP4qxDwd6cZ3C6eA26x/6rwo5rqK09Qm3ta2eBaxG3HTm2kWMbfewjxzb62EeObeT4+ph8VatbzM8//4yePXuiZ8+eAMp3Jnv27Inp06dXeR6ZmZkeR2QHDBiAzz77DO+//z66d++OhQsXYvHixejXr597mtGjR2Pu3LmYMWMGevTogbS0NKxYsQKtWrXymHdxcTEeeOABvP322+4/roSEBLzxxhuYMGECZs2ahQ8++ADh4eHS5Tv/RAX0J7vdjuXLl7MPALuzELtO/R8EnOVfzlCc2/0sxB8nWDp1bg1+K/yklpey7uC2I8c2cmyjj33k2EYf+8ixjZyZm/A6rbWjzgwPDjSuIQT5+fmIjIys7cWpc4QQKCoqQkREhM8n2go0mQUfYX/ubLjOcS6EAlHaBEroKSiKAKAg3JqAy5snB30rgNuOHraRYxt97CPHNvrYR45t5AoKChAVFWWqIbCu1/a9/2r88OCfv+Tw4AvV6vDgYMAnKe8UReEf4h8Ky3ZDgQqB8pMbKIqAEnbyvCkEih2/wSnOwarUr52FrEO47cixjRzb6GMfObbRxz5ybCNn6tfHRl9LlYcTveKAcoOZefiDkex2O5YtW8Y+AFTYAPz55C2coTi38wUIZ6jHdArfYwLAbUcP28ixjT72kWMbfewjxzZybEK+4vBgg3B4sD4hBEpKShAWFmbud9v84OTZVdhx8kH3v4VQIOwRUGxFfwwPVhEd1hu94z+ovYWsQ7jtyLGNHNvoYx85ttHHPnJsI2fm4cF9bjJ+ePCWrzg8+EI80kq1xnVtsWDXuN5VCLe2hALLH/cIKJZS/Dk+REPryHtraenqJm47cmwjxzb62EeObfSxjxzbEPkHd1oN5nA4ansR6iSHw4EVK1awDwBVsSKp6X8QZo0vv0MLR/EvzwFaOAAFnRo9hcb1rqjVZaxLuO3IsY0c2+hjHzm20cc+cmwjZ+omoga+qAIODzYIhwfrE0LA4XDAarUGxZAZTTjh0EpgVcOgKhbJNGX4/WwyTp79AQ67HRHh7dCi4SiE2xJqeGnrtmDbdnzBNnJso4995NhGH/vIsY2cqYcHj6yB4cFfc3jwhThmgWqN64k8kJ115GBbzifYV/Ad7KIYFiUEHSOuRq9GdyAypJnHtKoSgvgGf0HT+tfzMzCVCIZtp7rYRo5t9LGPHNvoYx85tgk8Rl9Llddp9Y7Dgw1m6uEPBnI4HEhOTg7oPoX2bHxx5D7szv8adlEMAHCKMuwrXIkvjt6HnNLDXn8uGNpcDPaRYxs5ttHHPnJso4995NhGjk3IVxwebBDXEAIe2g9e/z32D/x27mcIaBW+p0BFTGgbjGr1Do+mEhERUVAx4+tk1zL3vfF5w4cHb/7maVO1qQk80mowvifgnRAChYWFAdun0J6NY+c2e91hBQABDTmlh3CyZH/F7wV4m4vFPnJsI8c2+thHjm30sY8c28ixCfmKO60G4/AH7xwOB9atWxewfXJLf63SdDmlhyrcF+htLhb7yLGNHNvoYx85ttHHPnJsI2fmJq7PtBr5RRVxp9VgNputthehTrLZbLj++usDto9FCa3SdFa14nSB3uZisY8c28ixjT72kWMbfewjxzZybOJf8+bNQ5s2bRAWFoakpCSsW7dOOu2aNWugKEqFr3379rmneeedd3DFFVcgOjoa0dHRuPrqq7F58+aaWBUp7rQaTNO8Dw8NdpqmITc3N2D7xId3Q4haX3caFVa0rN+nwv2B3uZisY8c28ixjT72kWMbfewjxzZypm5Sx67TunjxYkyePBlPPvkk0tPTccUVV2D48OHIzMzU/bn9+/cjKyvL/dWhQwf399asWYMxY8Zg9erV2LhxI1q2bImhQ4fi+PHjvi2cH3Gn1WBOp7O2F6FOcjqd2LJlS8D2saoh6Blzm84UCi6JuhFhlorX8A30NheLfeTYRo5t9LGPHNvoYx85tpFjE/959dVXcc899+Dee+9Fly5dMHfuXLRo0QLz58/X/bnY2Fg0bdrU/WWxWNzf+/jjjzFp0iT06NEDnTt3xjvvvANN0/DDDz8YvTpS3Gk1GIc/eGez2TBs2LCA7tMr5nZ0i7oJAKDAAgUqFJQ/IXSIGIwBsRO9/lwwtLkY7CPHNnJso4995NhGH/vIsY2cmZvU1GdaCwsLPb5KS0srLEtZWRm2bt2KoUOHetw/dOhQbNiwQXc9evbsifj4eAwZMgSrV6/WnfbcuXOw2+2IiYnxLZYfcafVYKYe/mAgTdNw8uTJgO6jKCquiHsIY1p/gB4xo9A+YjC6R9+EW1stwDXNnoJF8f6EHQxtLgb7yLGNHNvoYx85ttHHPnJsI8cmlWvRogUiIyPdX3PmzKkwzenTp+F0OhEXF+dxf1xcHLKzs73ONz4+HgsWLMCSJUuwdOlSdOrUCUOGDEFaWpp0WR5//HEkJCTg6quvvriVugjWWvvNQYJ/lN5pmobdu3dj4MCBUFVzvnfye0k2Ms8dhkWxomNEZzSwRnidLjq0Jfo3ua/K8w2ENkZiHzm2kWMbfewjxzb62EeObeRM/fpYiPIvI+cP4NixYx7XaQ0NlZ/kU1GUC2YhKtzn0qlTJ3Tq1Mn97/79++PYsWN45ZVXMHDgwArTv/TSS/j000+xZs0ahIUZd33aynCn1WBWKxN7Y7VaMXjw4NpejGrJLcvBoiPvYF/RL+77LIoFAxpdiVEt7oBNDbmo+Zu5TU1gHzm2kWMbfewjxzb62EeObeT4+rhyDRs29Nhp9aZx48awWCwVjqqePHmywtFXPZdddhk++uijCve/8sormD17NlatWoXu3btXeX5G4Ns+BjP1O0kG0jQNx48fN12fM44ivLRvBg4U7fW43ymcWH96Nd4+9MZFXzDbrG1qCvvIsY0c2+hjHzm20cc+cmwjZ+Ymdek6rSEhIUhKSkJKSorH/SkpKRgwYECV55Oeno74+HiP+15++WU8//zz+P7779G7d++qL5RBuNNqMDP/URpJ0zQcOnTIdH1Wn0xGgT0fGiout4DA7sLtOHBmr5efrDqztqkp7CPHNnJso4995NhGH/vIsY0cm/jP1KlT8e677+K9997D3r17MWXKFGRmZmLixPITfk6bNg3jxo1zTz937lx8/fXXyMjIwC+//IJp06ZhyZIleOCBB9zTvPTSS3jqqafw3nvvoXXr1sjOzkZ2djbOnDlT4+vnwmPzBuPwB++sVqvXcfN13Y+n10J42WF1UaFi4+l16BTRtdq/w6xtagr7yLGNHNvoYx85ttHHPnJsI2fq18fVuJaqz/P3wejRo5GTk4MZM2YgKysLiYmJWLFiBVq1agUAyMrK8rhma1lZGR555BEcP34c4eHhuOSSS7B8+XJcd9117mnmzZuHsrIy/PWvf/X4Xc888wyeffbZaq/axVDExY5lJK8KCwsRGRmJvLw8REVF1fbi1DmapuHYsWNo0aKFqU5OMGnbXdCE/rXFOkdcgskdH6/27zBrm5rCPnJsI8c2+thHjm30sY8c28jl5+cjOjoaBQUFlX5us65wvbbvf+0MWG3GnZDIYS/Bxu+nm6pNTeBfkME4/ME7s37Oo6FV/8lDhYqokOiL+h1mbVNT2EeObeTYRh/7yLGNPvaRYxs5MzepS59pDSY80moQ17sxfJcksHx7YimWZy3THSI8teMT6BjRpQaXioiIiMg8zPg62bXMA4YZf6R1w0oeab0Qj7QazOnUH0oarJxOJw4ePGi6PlfFXoPokBioXv50FCi4NLIXOjTofFG/w6xtagr7yLGNHNvoYx85ttHHPnJsI2fqJpow/osq4E6rwXgg2zshBPLy8kzXp4E1Ao92ehpdGiZ63G9VrLiqyTW4t+0D0os5V5VZ29QU9pFjGzm20cc+cmyjj33k2EaOTchXHB5sEDMOeyDfnCo9icxzh2FRrOjQoDPqW+vX9iIRERER1XlmfJ3sHh589XPGDw9e9Yyp2tQEHmk1mKmHPxjI6XRi3759pu7TJDQWSdH90CMqya87rIHQxkjsI8c2cmyjj33k2EYf+8ixjRybkK9MfJEkMrvi4uLaXgQPmtCw6XQG1p7ci1KnHR0imuL6hCREhdSr8WWpa23qGvaRYxs5ttHHPnJso4995Ngm8Cgw9gy/F/chs8DF4cEGMeOwh2B2uqQQD21diINF2bAo5QMQNCFgVVQ83e0WXNusR+0uIBEREVGAMOPrZNcyX371c7BaDRwe7CjBjxweXAGHBxuMwx+8czqd2L17d53oowkND21diMNnTgIAnEKDU2gQELALJ57Z+QXScw/X2PLUpTZ1EfvIsY0c2+hjHzm20cc+cmwjZ+omQhj/RRVwp5WC3qbTGThYlA2n8H7tVRXAB7+urdmFIiIiIiIiAPxMq+EsFkttL0KdZLFYkJiYWPmENWDt73tgUVTpTqsTAhtPH0CZ5kCIavyfTF1qUxexjxzbyLGNPvaRYxt97CPHNnJmfn2sCIM/08oDrV7xSKvBTD38wUBOpxPp6el1ok+J5qh0KIYAYNdqZlnrUpu6iH3k2EaObfSxjxzb6GMfObaRYxPyFXdaqdaEh4fX9iIAANpHxKGyN7ViQxuiniWkRpYHqDtt6ir2kWMbObbRxz5ybKOPfeTYJgCJGviiCrjTajAzD38wksViQefOnetEn78k9IKqyP8UFCi4tVV/KErNnIS8LrWpi9hHjm3k2EYf+8ixjT72kWMbOTYhX3Gn1WAOh6O2F6FOcjgc2LJlS53oEx3SAE8l3gwFgHrB1bEUKOgZ3Rq3tRpQY8tTl9rURewjxzZybKOPfeTYRh/7yLGNnJmbKEIY/kUV8URMBqupo3NmoygKoqOj60yf6xJ6Ii4sEh/8uhY/5WRAAGgS2hCjWvXHmNaX18gJmFzqWpu6hn3k2EaObfSxjxzb6GMfObaRYxPylSIEd+eNYMaLJlO5UqcdduFEfUson1SJiIiI/MyMr5Ndy3zFwGdgtYYZ9nscjhKsS3vOVG1qAocHG8zMwx+M5HA4sGHDhjrZJ9RiQwNrWK3tsNblNnUB+8ixjRzb6GMfObbRxz5ybCPHJuQrDg82mKryfQFvVFVFQkIC+3jBNvrYR45t5NhGH/vIsY0+9pFjGzkzNzH6c6f8TKt33Gk1mJn/KI2kqipatWpVI7+rxOHA6sxfkXWmCI3r1cfVrdqinq3mLl/jq5psY0bsI8c2cmyjj33k2EYf+8ixjRxfH5OvuMUYjMMfvHM4HEhLSzO8z5L9v6Dvovn4e/I3mLlxDR5a9S16fzAf7+/aZujvvRg11cas2EeObeTYRh/7yLGNPvaRYxs5UzfhdVprBY+0GozvJHmnqiratWtnaJ//HtyH/1v9nfvf2h/DLc457Hjux1RYFAXjEnsa9vurqybamBn7yLGNHNvoYx85ttHHPnJsI8cm5CtuMQbjH6V3Rn/OQxMCszeu1Z3m5c3rUVIH3+njZ2D0sY8c28ixjT72kWMbfewjxzZypm4ihPFfVIGJtxhzMPXwBwM5HA6kpqYa1if99xPIOlukO01RWSnSjh0x5PdfDKPbmB37yLGNHNvoYx85ttHHPnJsI8cm5CsODzaYqd9JMpCqqkhMTDSsT25JcRWnO2fI778YRrcxO/aRYxs5ttHHPnJso4995NhGzsxNFFH+ZeT8qSLutBrMzH+URlJVFbGxsYbNP6FB1S7G3Dwi0rBlqC6j25gd+8ixjRzb6GMfObbRxz5ybCPH18fkK24xBrPb7bW9CHWS3W7HypUrDevTpVETdI5pAhWK1+8rAJrWb4D+zVoY8vsvhtFtzI595NhGjm30sY8c2+hjHzm2kTN1E36mtVZwp9VgFoulthehTrJYLOjTp49hfRRFwcwrroZFVaAqnjuuChQoioJZA6+BpQ6+02d0G7NjHzm2kWMbfewjxzb62EeObeTYhHxV916xBxgOf/BOVVXExMQY2qd3fAI+u3E0ujWO87i/Y0wjLLzuFgxp1c6w330xaqKNmbGPHNvIsY0+9pFjG33sI8c2cmZuomjGf1FF5t1iTMLUwx8MZLfbsXz5csP7JDVNwLJb7sQPt92Nj/9yK1aOGo/vbx2PgS1aG/p7L0ZNtTEr9pFjGzm20cc+cmyjj33k2EaOTchXihAcOG2EwsJCREZGIj8/H5GRde9kP7VNCIGioiJERERAUbx/7jRYsY0+9pFjGzm20cc+cmyjj33k2EauoKAAUVFRKCgoQMOGVTt5Zm1zvba/qu+TsFrDDPs9DkcJ1myeZao2NYFnDzYYn6S8UxSFf4gSbKOPfeTYRo5t9LGPHNvoYx85tpHj62PyFYcHG4zDH7yz2+1YtmwZ+3jBNvrYR45t5NhGH/vIsY0+9pFjGzlTNxE18EUVcHiwQTg8WJ8QAiUlJQgLC+O7bRdgG33sI8c2cmyjj33k2EYf+8ixjZyphwf3qYHhwVs4PPhCHB5MtcZq5eYnwzb62EeObeTYRh/7yLGNPvaRY5vAowgBxcBjfkbO28w4PNhgDoejthehTnI4HFixYkW1+2w/eBzT3lmO66e9i5FPv4/XvkzDb6fy/buQteRi2wQ69pFjGzm20cc+cmyjj33k2EaOTchXHB5sEA4P1ieEgMPhgNVq9XnIzDvLN2H+NxthURU4tfLN16IqUFUVr026EQMuaW3AEteci2kTDNhHjm3k2EYf+8ixjT72kWMbOTMPDx6UNM3w4cGrt84xVZuawCOtVGuq8y7bj7sPY/43GwHAvcPquu1wOvHI/P8i70yx35axtvAdSH3sI8c2cmyjj33k2EYf+8ixDZF/cKfVYHyy8s7hcCA5OdnnPh+t2gZV9f5upRBAqcOBZT/u9sci1prqtgkW7CPHNnJso4995NhGH/vIsY2cqZsIAJqBXxwD6xWHBxvENYSAh/b967L7/4Uyh1N3mssTW+ONB2+qoSUiIiIiIl+Y8XWye3hwr2mwWgwcHuwsweptHB58oVo90pqWloYbbrgBzZo1g6Io+Prrr93fs9vt+Mc//oFu3bqhfv36aNasGcaNG4cTJ05UOt8lS5aga9euCA0NRdeuXfHVV19VmGbevHlo06YNwsLCkJSUhHXr1nl8/5VXXkFcXBzi4uLw2muveXzvp59+QlJSEpxO/Z0noPzzDFSREAKFhYU+96nKR0IUmPtzI9VtEyzYR45t5NhGH/vIsY0+9pFjGzkzN3GdPdjIL6qoVndaz549i0svvRRvvvlmhe+dO3cO27Ztw9NPP41t27Zh6dKlOHDgAG688UbdeW7cuBGjR4/G2LFjsWPHDowdOxajRo3CTz/95J5m8eLFmDx5Mp588kmkp6fjiiuuwPDhw5GZmQkA2LVrF6ZPn45PP/0Un3zyCZ544gns3l0+5NRut2PixIl46623YLFYKl1HUw9/MJDD4cC6det87pPUsTkskuHBQPlObZ/OLS528WpVddsEC/aRYxs5ttHHPnJso4995NhGjk3IV3VmeLCiKPjqq68wcuRI6TRbtmxB3759cfToUbRs2dLrNKNHj0ZhYSG+++47933XXnstoqOj8emnnwIA+vXrh169emH+/Pnuabp06YKRI0dizpw5+Pzzz/Hqq69i06ZN7ukfeeQR3HrrrZg9ezZ+//13vP7667rrY8ZhD2awac9RTHp9qdfvKQoQFmLD8tn3IKpBeA0vGRERERFVhRlfJ7uWeXCPx2G1hBr2exzOUqRuf8FUbWqCqU7EVFBQAEVREBUVJZ1m48aNGDp0qMd9w4YNw4YNGwAAZWVl2Lp1a4Vphg4d6p6mW7duOHDgADIzM3H06FEcOHAAiYmJOHjwIBYuXIiZM2dWeZk1TavytMFE0zTk5ub63Oeyrq3wx2GaRQAAOeFJREFU8M1XAIDHEVdVURBitWLu/SNMv8Na3TbBgn3k2EaObfSxjxzb6GMfObaRYxPylWl2WktKSvD444/j9ttv133XITs7G3FxcR73xcXFITs7GwBw+vRpOJ1O3Wm6dOmC2bNn45prrsHQoUMxZ84cdOnSBRMnTsRLL72ElStXIjExET179kRaWprucufk5KCwsBB5eXnIy8tDaWkpnE6n+/OwDofD47brj1h22263e9x2HSh33RZCVLgNwOO2pmket11DNGS3nU6nx23X8spuV2WdSktLsXnzZjidTp/X6fbBl+KjaWNw/WWd0T4+Gu0TGmPCtb3x5fQ70adTi1pbJ389TiUlJdiyZQvsdnutP051cdtzOp3YvHkzysrKAmad/PU4udq4licQ1slfj5Pdbnc/5wTKOvnzcSorK8OWLVtQVlYWMOvkr8fJbrdjy5YtKCkpCZh18ufjVJW/LbOtk78ep7KyMnebQFknfz1OJSUlMC0hjP+iCkyx02q323HbbbdB0zTMmzev0ukvvICzEKLCfZVNM3HiROzfvx/79+/HxIkTsXDhQkRERKB///6499578dVXX+HVV1/FbbfdhtLSUumytG/fHpGRkYiJiUFMTAzmzJmDnTt3IiMjAwCQnp6Ow4cPAwA2b96MY8eOAQA2bNiArKwsAOUnrDp9+jQAIDU1Ffn5+QCA5ORkFBUVAQBWrFiBkpISOBwOrFixAg6HAyUlJVixYgUAoKioCMnJyQCA/Px8pKamAijfiXfteGdlZbmPNh87dgybN28GABw+fBjp6ekAgIyMDOzcuRMAsHfvXuzduxcAfF6njRs3olevXrDZbNVap66tm2LqTQMwvk8TfD59LMYM7Ird6ZtrdZ389TitXr0aw4YNw9mzZ2v9caqL257NZkPz5s1x8ODBgFknfz1ONpsNiqLg7NmzAbNO/nqczp49C0VRYLPZAmad/Pk4HTx4EMOGDcPevXsDZp389TidPXsWw4YNw+rVqwNmnfz5OBUUFCAkJAQ2my1g1slfj9PevXvRunVr2Gy2gFknfz1OF54Alagydf4zrXa7HaNGjcKvv/6K1NRUNGrUSHc+LVu2xJQpUzBlyhT3fa+99hrmzp2Lo0ePoqysDPXq1cMXX3yBm27687IoDz/8MLZv3461a9dWmOfp06fRt29fpKWlYdu2bZg5c6b7D7xJkyZITU1Ft27dPH7GNe798OHDiImJcb8TVa9ePVitVgCAxWKBw+GAoiju26qqQlVV6W273Q6LxeK+bbVaoSiK+zZQ/q7W+bdtNhuEEO7briMyrtuapsFqtUpvO51OCCHct13LLrtdlXUqKytDXl4emjRpAqfTGRDr5K/HqaysDAUFBYiJiYEQIiDWyZ+Pk6IoOHnyJBo1agSbzRYQ6+SvxwkAfv/9dzRp0gRWqzUg1slfj5PD4cCpU6fco2wCYZ38+Thpmoa8vDxER0dDVdWAWCd/PU6KoiA3NxeRkZEICQkJiHXy5+NUlb8ts62Tvx4nu92OnJwcxMbGQtO0gFgnfz1Op06dQmxsrKk+t+n+TGu3fxj/mdZdL5qqTU2o00daXTusGRkZWLVqVaU7rADQv39/pKSkeNyXnJyMAQMGAABCQkKQlJRUYZqUlBT3NBeaPHkypkyZgubNm8PpdLqHWgCeQyO8adiwIRo2bIjo6GhER0cjNDQUFovFfeZhq9Xqcdv1wlN222azedx2HR123XYdSTj/NgCP26qqetx2PeHJblssFo/bruWV3a7KOqmqil9++QWapgXMOvnrcbJYLO6zVQfKOvnzcdI0DXv27HH//kBYJ389Tpqmud8ND5R18tfjBJQfLdA0LWDWyZ+Pk6Io2L17t/s5KBDWyV+PEwDs3r3b3SkQ1smfjxNQ+d+W2dbJX4+ToijYs2ePe6cwENbJX4+T6+eIqspam7/8zJkz7iF+QPmwhO3btyMmJgbNmjXDX//6V2zbtg3ffvstnE6n+zOnMTExCAkJAQCMGzcOCQkJmDNnDoDyI6YDBw7Eiy++iBEjRmDZsmVYtWoV1q9f7/49U6dOxdixY9G7d2/0798fCxYsQGZmJiZOnFhhGVNSUpCRkYFFixYBAPr27Yt9+/bhu+++w7Fjx2CxWNCpUyfpOrr++MmT1WrF4MGDa3sx6iS20cc+cmwjxzb62EeObfSxjxzbyJn59bHR11LldVq9q9Ut5ueff8agQYPc/546dSoAYPz48Xj22WfxzTffAAB69Ojh8XOrV6/GVVddBQDIzMx0v2sDAAMGDMBnn32Gp556Ck8//TTatWuHxYsXo1+/fu5pRo8ejZycHMyYMQNZWVlITEzEihUr0KpVK4/fU1xcjAceeACLFy92/46EhAS88cYbmDBhAkJDQ/HBBx8gPFx+tlrXB87Jk6ZpyMrKQnx8vMfjR2xTGfaRYxs5ttHHPnJso4995NhGjq+PyVe1utN61VVXQe8jtVX5uO2aNWsq3PfXv/4Vf/3rX3V/btKkSZg0aZLuNOHh4di/f3+F+++9917ce++9lS4bwD9KGU3TcOjQIcTFxfGJ/AJso4995NhGjm30sY8c2+hjHzm2kTP162Ojz/DLI61e1ZkTMQUaM140mYiIiIjIaGZ8nexa5iGXPGr4iZh++OVlU7WpCXzbx2CmfifJQJqm4ejRo+zjBdvoYx85tpFjG33sI8c2+thHjm3kTN2E12mtFdxpNZip/ygNpGkajh8/zj5esI0+9pFjGzm20cc+cmyjj33k2EaOTchXHB5sEDMOeyAiIiIiMpoZXye7hwd3+T/jhwfv/aep2tQEHmk1mN41XIOZ0+nEwYMHK/QpyjuDtV9sRMqitTi040jtLFwtk7WhcuwjxzZybKOPfeTYRh/7yLGNHJuQr7jTajAeyPZOCIG8vDx3H4fdgbcf+QCjm/0vZo5+FS/d9SYm9nwUD/SbhqN7f6vlpa1ZF7YhT+wjxzZybKOPfeTYRh/7yLGNnKmbaDXwRRVweLBBzDjsoTa9OP4N/PDRugpPYqpFRf2G4Zi39SU0bR1bS0tHRERERP5ixtfJ7uHBnWpgePB+Dg++EI+0GozDH7xzOp3Yt29f+dCZ7Yex6sM0r++6aU4N54qKsfjFr2t+IWvJ+W2oIvaRYxs5ttHHPnJso4995NhGzsxNFCEM/6KKuNNKtaa4uBgAsOrDNFisFul0ToeGlEVrTf0E5ytXG/KOfeTYRo5t9LGPHNvoYx85tiHyD2ttL0Cgs1jkO2PBzGKxoGfPngCA/JMFlX62obS4DCVnS1G/Yb2aWLxadX4bqoh95NhGjm30sY8c2+hjHzm2kTP162Ojr6XKI61e8UirwYLp6KAvnE4ndu/eDafTiUbx0VAU/enD6ocivEFYzSxcLTu/DVXEPnJsI8c2+thHjm30sY8c28ixCfmKO61U664ZfxWcDvmp0lSrimsnDIaqcnMlIiIiolqkCeO/qAKePdggZjwrWm16fdI7+PbtZOCCrVG1qGjYKALzt76IxgmNamfhiIiIiMhvzPg62bXMV7ebbPjZg1cdmmuqNjWBh64MxuEP3jmdTqSnp7v7PPDG3Rj79K0VhgB3v7Ir/rVhVlDtsF7YhjyxjxzbyLGNPvaRYxt97CPHNnKmbuL6TKuRX1QBT8REtSY8PNx922KxYNyzo3Drozdi97q9KC0uQ+vElmjeIb4Wl7D2nN+GKmIfObaRYxt97CPHNvrYR45tiPyDw4MNYsZhD0RERERERjPj62T38OC2D8GqGjg8WCvFql//Zao2NYHDgw3mcDhqexHqJIfDgS1btrCPF2yjj33k2EaObfSxjxzb6GMfObaRYxPyFYcHG0yp7FouQUpRFERHR7OPF2yjj33k2EaObfSxjxzb6GMfObaRM3UTXqe1VnB4sEHMOOyBiIiIiMhoZnyd7B4e3OZB44cHH37DVG1qAocHG4zDH7xzOBzYsGED+3jBNvrYR45t5NhGH/vIsY0+9pFjGzlTN+F1WmsFd1oNpqpM7I2qqkhISGAfL9hGH/vIsY0c2+hjHzm20cc+cmwjxybkK36m1WD8o/ROVVW0atWqthejTmIbfewjxzZybKOPfeTYRh/7yLGNnKlfHwut/MvI+VMFJt5izMHUwx8M5HA4kJaWxj5esI0+9pFjGzm20cc+cmyjj33k2EaOTchXPNJqMFO/k2QgVVXRrl079vGCbfSxjxzbyLGNPvaRYxt97CPHNnKmbsKzB9cK7rQazNR/lAZyfc6DKmIbfewjxzZybKOPfeTYRh/7yLGNHF8fk6+4xRiMwx+8czgcSE1NZR8v2EYf+8ixjRzb6GMfObbRxz5ybCNn6iY8e3Ct4E6rwfhOkneqqiIxMZF9vGAbfewjxzZybKOPfeTYRh/7yLGNHJuQrzg82GD8o/ROVVXExsbW9mLUSWyjj33k2EaObfSxjxzb6GMfObaRM/XrY36mtVaYeIsxB7vdXtuLUCfZ7XasXLmSfbxgG33sI8c2cmyjj33k2EYf+8ixjRybkK94pNVgFoulthehTrJYLOjTpw/7eME2+thHjm3k2EYf+8ixjT72kWMbOVM3ETD4SKtxszYz7rQazNTDHwykqipiYmJqezHqJLbRxz5ybCPHNvrYR45t9LGPHNvI8fUx+YpbjME4/ME7u92O5cuXs48XbKOPfeTYRo5t9LGPHNvoYx85tpEzdRPXZ1qN/KIKFCFYxgiFhYWIjIxEfn4+IiMja3tx6hwhBIqKihAREQFFUWp7ceoUttHHPnJsI8c2+thHjm30sY8c28gVFBQgKioKBQUFaNiwYW0vTpW4Xttf3fQ+WNUQw36PQyvDquwFpmpTEzg82GB8kvJOURT+IUqwjT72kWMbObbRxz5ybKOPfeTYRs7Ur481DYBm8PzpQhwebDBTD38wkN1ux7Jly9jHC7bRxz5ybCPHNvrYR45t9LGPHNvIsQn5isODDcLhwfqEECgpKUFYWJi5320zANvoYx85tpFjG33sI8c2+thHjm3kTD08uMk9xg8PPvUfU7WpCTzSSrXGauXodBm20cc+cmwjxzb62EeObfSxjxzbEPkHd1oN5nA4ansR6iSHw4EVK1awjxdso4995NhGjm30sY8c2+hjHzm2kTN1E549uFZweLBBODxYnxACDocDVquVQ2YuwDb62EeObeTYRh/7yLGNPvaRYxs5Uw8Pbny38cODT79nqjY1gUdaqdaY+l02g7GNPvaRYxs5ttHHPnJso4995NgmAGnC+C+qgDutBuOTlXcOhwPJycns4wXb6GMfObaRYxt97CPHNvrYR45t5NiEfMXhwQZxDSHgoX0iIiIioj+Z8XWya5mHRI83fHjwD3kfmKpNTeCRVoPxPQHvhBAoLCxkHy/YRh/7yLGNHNvoYx85ttHHPnJsI8cm/jVv3jy0adMGYWFhSEpKwrp166TTrlmzBoqiVPjat2+fe5pffvkFt9xyC1q3bg1FUTB37twaWAt93Gk1GIc/eOdwOLBu3Tr28YJt9LGPHNvIsY0+9pFjG33sI8c2cqZuIgz+PKuPO/SLFy/G5MmT8eSTTyI9PR1XXHEFhg8fjszMTN2f279/P7KystxfHTp0cH/v3LlzaNu2LV544QU0bdq0Wpn8jcODDWLGYQ9EREREREYz4+tk9/DgqHGwKgYODxZl+CF/UZXb9OvXD7169cL8+fPd93Xp0gUjR47EnDlzKky/Zs0aDBo0CHl5eYiKiqp0/q1bt8bkyZMxefJkX1bD73ik1WCaptX2ItRJmqYhNzeXfbxgG33sI8c2cmyjj33k2EYf+8ixjZypm9Sh67SWlZVh69atGDp0qMf9Q4cOxYYNG3R/tmfPnoiPj8eQIUOwevXqaqWoSdxpNZjT6aztRaiTnE4ntmzZwj5esI0+9pFjGzm20cc+cmyjj33k2EaOTSpXWFjo8VVaWlphmtOnT8PpdCIuLs7j/ri4OGRnZ3udb3x8PBYsWIAlS5Zg6dKl6NSpE4YMGYK0tDRD1sNfrLW9AIHOZrPV9iLUSTabDcOGDavtxaiT2EYf+8ixjRzb6GMfObbRxz5ybCNn6tfHmgYoBh4pFuXzbtGihcfdzzzzDJ599lmvP6IoiucshKhwn0unTp3QqVMn97/79++PY8eO4ZVXXsHAgQMvYsGNxSOtBjP18AcDaZqGkydPso8XbKOPfeTYRo5t9LGPHNvoYx85tpFjk8odO3YMBQUF7q9p06ZVmKZx48awWCwVjqqePHmywtFXPZdddhkyMjIuepmNxJ1Wg/GP0jtN07B792728YJt9LGPHNvIsY0+9pFjG33sI8c2cqZuUkOfaW3YsKHHV2hoaIVFCQkJQVJSElJSUjzuT0lJwYABA6q8Sunp6YiPj7+4Lgbj8GCDWa1M7I3VasXgwYNrezHqJLbRxz5ybCPHNvrYR45t9LGPHNvI8fWx/0ydOhVjx45F79690b9/fyxYsACZmZmYOHEiAGDatGk4fvw4Fi1aBACYO3cuWrdujUsuuQRlZWX46KOPsGTJEixZssQ9z7KyMuzZs8d9+/jx49i+fTsaNGiA9u3b1/xKgjuthjP1O0kG0jQNWVlZiI+Ph6rygP/52EYf+8ixjRzb6GMfObbRxz5ybCNn5tfHQtMgDPxMqxC+zXv06NHIycnBjBkzkJWVhcTERKxYsQKtWrUCAGRlZXlcs7WsrAyPPPIIjh8/jvDwcFxyySVYvnw5rrvuOvc0J06cQM+ePd3/fuWVV/DKK6/gyiuvxJo1ay5uBauJO60GM/MfpZE0TcOhQ4cQFxfHJ/ILsI0+9pFjGzm20cc+cmyjj33k2EaOr4/9a9KkSZg0aZLX7y1cuNDj34899hgee+wx3fm1bt0awodL79QERdS1JQoQZrxoMhERERGR0cz4Otm1zIPDR8OqhBj2exyiDKnFi03VpibwbR+D8Z0k7zRNw9GjR9nHC7bRxz5ybCPHNvrYR45t9LGPHNvIsQn5ijutBuMfpXeapuH48ePs4wXb6GMfObaRYxt97CPHNvrYR45t5EzdRBPGf1EFHB5sEDMOeyAiIiIiMpoZXye7hweHjjJ+eHDp56ZqUxN4pNVgTqezthehTnI6nTh48CD7eME2+thHjm3k2EYf+8ixjT72kWMbOVM3EQIQmoFfPJ7oDXdaDcYD2d4JIZCXl8c+XrCNPvaRYxs5ttHHPnJso4995NhGjk3IVxwebBAzDnsgIiIiIjKaGV8nu5Z5kPWvsCo2w36PQ9ix2vGlqdrUBB5pNZiphz8YyOl0Yt++fezjBdvoYx85tpFjG33sI8c2+thHjm3k2IR8Za3tBaDgVVxcXNuLUGexjT72kWMbObbRxz5ybKOPfeTYJgAJDYCBZz8WJj6zsoFq9UhrWloabrjhBjRr1gyKouDrr7/2+L4QAs8++yyaNWuG8PBwXHXVVfjll18qne+SJUvQtWtXhIaGomvXrvjqq68qTDNv3jy0adMGYWFhSEpKwrp16zy+/8orryAuLg5xcXF47bXXPL73008/ISkpSfddotLSUgCAw+GodHmDkcPhwLJly9jHC7bRxz5ybCPHNvrYR45t9LGPHNvIuZq4Xi8TVaZWd1rPnj2LSy+9FG+++abX77/00kt49dVX8eabb2LLli1o2rQprrnmGhQVFUnnuXHjRowePRpjx47Fjh07MHbsWIwaNQo//fSTe5rFixdj8uTJePLJJ5Geno4rrrgCw4cPR2ZmJgBg165dmD59Oj799FN88skneOKJJ7B7924AgN1ux8SJE/HWW2/BYrFIl8P1R3ju3DmfuwSDc+fO4bnnnmMfL9hGH/vIsY0c2+hjHzm20cc+cmwj52pixp1WoQnDv6iiWt1pHT58OGbOnImbb765wveEEJg7dy6efPJJ3HzzzUhMTMQHH3yAc+fO4ZNPPpHOc+7cubjmmmswbdo0dO7cGdOmTcOQIUMwd+5c9zSvvvoq7rnnHtx7773o0qUL5s6dixYtWmD+/PkAgL1796J79+4YPHgwhgwZgu7du2Pv3r0AgJdffhkDBw5Enz59/BuDiIiIiIiIKqizJ2I6fPgwsrOzMXToUPd9oaGhuPLKK7Fhwwbpz23cuNHjZwBg2LBh7p8pKyvD1q1bK0wzdOhQ9zTdunXDgQMHkJmZiaNHj+LAgQNITEzEwYMHsXDhQsycObPK66F3NDaYubqwT0Vso4995NhGjm30sY8c2+hjHzm2kTN1E0Ov0arxM60SdfZETNnZ2QCAuLg4j/vj4uJw9OhR3Z/z9jOu+Z0+fRpOp1N3mi5dumD27Nm45pprAABz5sxBly5dcPXVV+Oll17CypUr8eyzz8Jms+H111/HwIEDKyyH60pCriHHrs+/1qtXD1ZreXaLxQKHwwFFUdy3VVWFqqrS23a7HRaLxX3barVCURT3baD8cwLn37bZbBBCuG9rmgan0+m+rWkarFar9LbT6YQQwn3bteyy21VZp5ycHCiKgry8vIBZJ389Tjk5OQCA3Nxc2O32gFgnfz5OhYWFsFqtyM3N9fjbMvM6+etxKigoQGhoqLtNIKyTvx6n3NxchIaGIi8vL2DWyZ+PU0FBAQAgJycHTqczINbJX4+T6yNJp0+fhhAiINbJn49TVf62zLZO/nqccnJyYLFYkJeXFzDr5K/HyfVax4xX3nTADhi42A7YjZu5idXZnVYXRVE8/u36D8bF/kxl00ycOBETJ050/3vhwoWIiIhA//790alTJ2zZsgW//fYbbrvtNhw+fBihoaEe87Pbyze4yy+/vJI1DG6tW7eu7UWos9q0aVPbi1CnsY8c28jxOUdf27Zta3sR6qx27drV9iLUafzbkmMbOdfrZTMICQlB06ZNsT57heG/q2nTpggJCTH895hJnd1pbdq0KYDyI6fx8fHu+0+ePFnhKOmFP+c6YurtZxo3bgyLxaI7zYVOnz6NGTNmIC0tDT/99BM6duyIDh06oEOHDrDb7Thw4AC6devm8TOtW7fGoUOHYLPZPHaGQ0NDK+zgEhEREREFCyEEioqK0KxZs9pelCoLCwvD4cOHUVZWZvjvCgkJQVhYmOG/x0zq7E5rmzZt0LRpU6SkpKBnz54Ayj+PunbtWrz44ovSn+vfvz9SUlIwZcoU933JyckYMGAAgPKNICkpCSkpKbjpppvc06SkpGDEiBFe5zl58mRMmTIFzZs3x5YtWzzeFXI4HF4vfaOqKt+xJiIiIiLyIjIysrYXwWdhYWHcmawltbrTeubMGRw8eND978OHD2P79u2IiYlBy5YtMXnyZMyePdt9VHP27NmoV68ebr/9dvfPjBs3DgkJCZgzZw4A4OGHH8bAgQPx4osvYsSIEVi2bBlWrVqF9evXu39m6tSpGDt2LHr37o3+/ftjwYIFyMzM9BgO7JKSkoKMjAwsWrQIANC3b1/s27cP3333HY4dOwaLxYJOnToZlYiIiIiIiCio1epO688//4xBgwa5/z116lQAwPjx47Fw4UI89thjKC4uxqRJk5CXl4d+/fohOTkZERER7p/JzMyEqv55EuQBAwbgs88+w1NPPYWnn34a7dq1w+LFi9GvXz/3NKNHj0ZOTg5mzJiBrKwsJCYmYsWKFWjVqpXH8hUXF+OBBx7A4sWL3b8jISEBb7zxBiZMmIDQ0FB88MEHCA8PN6QPERERERFR0BNBavbs2aJ3796iQYMGokmTJmLEiBFi3759HtNomiaeeeYZER8fL8LCwsSVV14pdu/eXem8v/zyS9GlSxcREhIiunTpIpYuXVphmn//+9+idevWIjQ0VPTq1UukpaV5fP/ll18WsbGxIjY2Vrz66qse39u0aZPo1auXcDgc1VjzylXWpqysTDz22GMiMTFR1KtXT8THx4uxY8eK48eP6873/fffFyg/35rHV3Fxscd0dbmNEFXbdsaPH19hPfv161fpvAN92xFCeN0GAIiXXnpJOt9A2XbmzZsnunXrJiIiIkRERIS47LLLxIoVK9zfD9bnHCH02wT7c05l202wPt+4VNYnmJ9zLjR79mwBQDz88MPu+4L5eed8F7YJ9uedC3nbdoL9uYdqVtDutA4bNky8//77Yvfu3WL79u3i+uuvFy1bthRnzpxxT/PCCy+IiIgIsWTJErFr1y4xevRoER8fLwoLC6Xz3bBhg7BYLGL27Nli7969Yvbs2cJqtYpNmza5p/nss8+EzWYT77zzjtizZ494+OGHRf369cXRo0eFEELs3LlThIeHix9++EGsWrVKhIWFiV27dgkhyp9Ee/ToITZv3mxQmcrb5Ofni6uvvlosXrxY7Nu3T2zcuFH069dPJCUl6c73/fffFw0bNhRZWVkeX+er622EqNq2M378eHHttdd6rGdOTo7ufINh2xFCVHj833vvPaEoijh06JB0voGy7XzzzTdi+fLlYv/+/WL//v3iiSeeEDabzf0CMVifc4TQbxPszzmVbTfB+nzjUlmfYH7OOd/mzZtF69atRffu3T12PIL5ecfFW5tgf945n2zbCfbnHqpZQbvTeqGTJ08KAGLt2rVCiPJ3Hps2bSpeeOEF9zQlJSUiMjJSvPXWW9L5jBo1Slx77bUe9w0bNkzcdttt7n/37dtXTJw40WOazp07i8cff1wIIcTixYs93qnq27ev+Pzzz4UQQsyaNUs89NBD1VzL6rmwjTebN28WANxPKN68//77IjIyUvd3ma2NEN77jB8/XowYMcKn+QTrtjNixAgxePBg3fkE6rYjhBDR0dHi3Xff5XOOF6423gTzc44Qnm34fFOR3rYTjM85RUVFokOHDiIlJUVceeWV7h0PPu/I23gTjM87en343EM1iTutf8jIyBAA3O/UHDp0SAAQ27Zt85juxhtvFOPGjZPOp0WLFhWGKbz66quiZcuWQgghSktLhcViqTAU4qGHHhIDBw4UQgixZ88eER0dLY4ePSqOHDkioqKixJ49e0RGRobo0KGD7rufRriwjTcpKSlCURRRUFAgneb9998XFotFtGzZUiQkJIjrr7/eo68Z2wjhvc/48eNFZGSkaNKkiejQoYO49957xe+//647n2DcdrKzs4XVahUff/yx7nwCcdtxOBzi008/FSEhIeKXX37hc855LmzjTbA+53hrw+ebP1W27QTrc864cePE5MmThRDCY8eDzzvyNt4E4/OOXh8+91BN4k6rKH+n8YYbbhD/8z//477vxx9/FAAqfHbhf//3f8XQoUOl87LZbBX+Y/jxxx+LkJAQIYQQx48fFwDEjz/+6DHNrFmzRMeOHd3/nj9/vujYsaPo2LGjmD9/vhBCiCFDhoivvvpKfPHFF+KSSy4RPXr00D2C5Q/e2lyouLhYJCUliTvuuEN3Xhs3bhQffvih2L59u0hLSxO33HKLCA8PFwcOHBBCmK+NEPI+n332mfj222/Frl27xDfffCMuvfRScckll4iSkhLpvIJx23nxxRdFdHR0hc/6XCiQtp2dO3eK+vXrC4vFIiIjI8Xy5cuFEHzOEULe5kLB+Jyj14bPN1XfdoLxOefTTz8ViYmJ7nU+f8cj2J939NpcKBifdyrrw+ceqkncaRVCTJo0SbRq1UocO3bMfZ/rifzEiRMe0957771i2LBh0nnZbDbxySefeNz30UcfidDQUCHEn3+MGzZs8Jhm5syZolOnTtL5vv/++2LkyJEiOztbREZGigMHDojU1FQRHx+v++Rwsby1OV9ZWZkYMWKE6Nmzp+47j944nU5x6aWXigcffFAIYb42QlTex+XEiRPCZrOJJUuWSKcJtm1HCCE6deokHnjgAZ/nbeZtp7S0VGRkZIgtW7aIxx9/XDRu3Fj88ssvfM4R8jbnC9bnnKq0cQnG55uq9gm255zMzEwRGxsrtm/f7r7P205rMD7vVNbmfMH4vONLH5dgfO6hmlOrl7ypCx588EF88803SEtLQ/Pmzd33N23aFACQnZ2N+Ph49/0nT55EXFycdH5NmzZFdna2x33n/0zjxo1hsVh0p7nQ6dOnMWPGDKSlpeGnn35Cx44d3deutdvtOHDgALp16+bbileBrI2L3W7HqFGjcPjwYaSmpqJhw4Y+zV9VVfTp0wcZGRkAzNUGqLzP+eLj49GqVSv3unoTTNsOAKxbtw779+/H4sWLfZ6/mbedkJAQtG/fHgDQu3dvbNmyBa+//jr+8Y9/AAju5xxZm7fffhtAcD/nVNbmfMH2fANUrU8wPuds3boVJ0+eRFJSkvs+p9OJtLQ0vPnmm9i/fz+A4HzeqaxNaWkpLBZL0D7vVLXP+YLxuYdqjlr5JIFJCIEHHngAS5cuRWpqKtq0aePx/TZt2qBp06ZISUlx31dWVoa1a9diwIAB0vn279/f42cAIDk52f0zISEhSEpKqjBNSkqKdL6TJ0/GlClT0Lx5czidTtjtdvf3HA4HnE5n1Va6iiprA/z54jEjIwOrVq1Co0aNqvV7tm/f7v4PpRnauJa7sj4XysnJwbFjxzxeFFwoWLYdl//85z9ISkrCpZdeWq3fY8ZtxxshBEpLS4P6OUfG1QYI7uccb85vc6Fgeb7R461PMD7nDBkyBLt27cL27dvdX71798Ydd9yB7du3o23btkH7vFNZm/N3WIPxeacqfS7E5x4yVK0c360D/v73v4vIyEixZs0aj1N1nzt3zj3NCy+8ICIjI8XSpUvFrl27xJgxYyqcBn7s2LHus5kJUT7UxmKxiBdeeEHs3btXvPDCC9JTef/nP/8Re/bsEZMnTxb169cXR44cqbCcycnJom/fvsLpdAohhPjtt99EWFiYWLFihXj77bdFo0aNPJa5JtrY7XZx4403iubNm4vt27d7TFNaWipt8+yzz4rvv/9eHDp0SKSnp4sJEyYIq9UqfvrpJ9O0qUqfoqIi8X//939iw4YN4vDhw2L16tWif//+IiEhIei3HZeCggJRr1499+dQLhSo2860adNEWlqaOHz4sNi5c6d44oknhKqqIjk5WQgRvM85lbUJ9uccvTbB/HxTlT4uwfqc482FQzyD+XnnQue3CfbnHW/O78PnHqppQbvTCsnFxt9//333NK4Lbjdt2lSEhoaKgQMHVjgL6pVXXinGjx/vcd8XX3whOnXqJGw2m+jcubPXsf3//ve/RatWrURISIjo1auX1w+Knzt3TnTs2FGkp6d73P/OO++IuLg40bJlS/Htt99Wu4FMZW0OHz4snWb16tXu+VzYZvLkyaJly5YiJCRENGnSRAwdOrTCZxaEqNtthKi8z7lz58TQoUNFkyZNhM1mEy1bthTjx48XmZmZHvMJxm3H5e233xbh4eEiPz/f63wCddu5++673cvXpEkTMWTIEI8X1sH6nCOEfptgf87RaxPMzzculf1dCRG8zzneXLjTGszPOxc6v02wP+94c34fPvdQTVOEEMKoo7hEREREREREFyNoP9NKREREREREdR93WomIiIiIiKjO4k4rERERERER1VncaSUiIiIiIqI6izutREREREREVGdxp5X+v717D6o5//8A/jzdTx1dRBdESFQ2MnJfaaVahAxZuir24pIyG1rXr2V2hCGXZRYVs5GxZXcHk1sXuSwpR0qitmxra1sqiqbovH5/+PX5+nTOSblmv6/HzGfGeX9e5/V+f96fT815936fN8YYY4wxxhhrt3jQyhhjjDHGGGOs3eJBK2OMMcYYY4yxdosHrYwx9gEZM2YMwsLC3mmeN1VnexcXFwdjY+MPLverCAoKwpQpU9pNntbYt28f3N3d32odFRUV6Ny5M+7du/dW62GMMdY2PGhljH2wgoKCIJFIlA5PT8/33TSRdznoi4uLE/WFubk5vLy8kJeXJ4pLSkrCt99++07apM61a9cwceJEmJmZQU9PD9bW1pgxYwbu378PAEhLS4NEIkF1dfV7bee78uJ9MzAwQJ8+fRAUFISsrKw3Xld0dDTi4uJaHV9SUgKJRAK5XP5aeV5VfX09Vq1ahZUrVwpla9asUfvzHhUVBYlEgjFjxgAAFi5ciD59+qjMfe/ePWhqaiIpKQlmZmbw9/fH6tWr38p1MMYYezU8aGWMfdA8PT1RVlYmOg4dOvS+m/VeGRoaoqysDH/99ReOHz+Ox48fY8KECWhoaBBiOnbsiA4dOry3NlZUVMDNzQ2dOnXCyZMnkZ+fj5iYGFhaWuLJkyfvrV2v68U+fhWxsbEoKytDXl4edu7cidraWgwdOhQHDhx4Qy18zsjI6I3M/L6pPC+TmJgImUyGjz/+WFRuaWmJ1NRU/Pnnn6Ly2NhYdO/eXXgdEhKCwsJCZGRkKOWOi4uDqakpvLy8AACzZ89GfHw8qqqq3sKVMMYYexU8aGWMfdB0dXVhYWEhOkxMTAA8n6nT0dERfVDdvHkzOnXqhLKyMgDPZ0EXLFiABQsWwNjYGKamplixYgWISHhPQ0MDlixZgq5du8LAwABDhw5FWlqaqB0XLlyAi4sL9PX1YWJiAg8PD1RVVSEoKAjp6emIjo4WZtFKSkoAADdv3sT48eMhk8lgbm4Of39/YZYRAB4/foyAgADIZDJYWlpi8+bNreoTiUQCCwsLWFpaYvDgwQgPD8fdu3dRUFAgxDSf/f3+++/Rp08f6OnpwdzcHNOmTVObPzk5GUZGRq81kLp48SIePXqEvXv3wsnJCT179sQnn3yCrVu3onv37igpKYGrqysAwMTEBBKJBEFBQUL9o0aNEu7XxIkTUVRUJORumhVMSkqCq6sr9PX1MWDAAFy6dEnUhri4OHTv3h36+vrw9vbGgwcPROeLioowefJkmJubQyaTwdnZGWfOnBHFWFtbY926dQgKCoKRkRHmzp3bqtzqGBsbw8LCAtbW1nB3d8dPP/0EX19fLFiwQDSIunjxIkaPHg2pVAorKyuEhobi8ePHAIDIyEgMGzZMKbejo6Mwg9h8We/L+rRnz54AACcnJ9EMZvM89fX1CA0NFWbPR40ahczMTOF80+z52bNnMXjwYOjr62PEiBGiZ1OVhIQETJo0SanczMwM7u7u2L9/v6hv7t+/jwkTJghlAwcOxKBBgxATE6OUIy4uDgEBAdDW1gYAfPTRR7CwsMDRo0dbbBNjjLF3hwetjLF/raaBmb+/Px4+fIjr169j+fLl2LNnDywtLYW4/fv3Q0tLC5cvX8a2bduwZcsW7N27Vzg/e/ZsXLhwAQkJCcjJycH06dPh6emJO3fuAADkcjnGjh0LBwcHXLp0CefPn4eXlxcaGxsRHR2N4cOHY+7cucJMsJWVFcrKyuDi4oKBAwfi6tWrSE5Oxt9//w0fHx+h3oiICKSmpuLo0aM4deoU0tLS2rxUtLq6GgcPHgQA4UN5c1evXkVoaCjWrl2LgoICJCcnY/To0SpjExIS4OPjgwMHDiAgIKBNbXmRhYUFnj17hqNHj4r+QNDEysoKiYmJAICCggKUlZUhOjoawPPB/OLFi5GZmYmzZ89CQ0MD3t7eUCgUohzLly/H119/DblcDltbW8ycORPPnj0DAFy+fBnBwcGYN28e5HI5XF1dsW7dOtH7a2trMX78eJw5cwbXrl2Dh4cHvLy88Mcff4jiNm7ciP79+yMrKwsrV65sVe62CA8PR01NDU6fPg0AuHHjBjw8PDB16lTk5OTg8OHDOH/+PBYsWAAA8PX1xeXLl0WDzry8PNy4cQO+vr4q63hZn165cgUAcObMGZSVlSEpKUllniVLliAxMRH79+9HdnY2bGxs4OHhgcrKSlHc8uXLsXnzZly9ehVaWloIDg5usQ8yMjIwePBgleeCg4NFS5RjYmLg6+sLHR0dUVxISAiOHDmC2tpaoSw9PR2FhYVK9Q8ZMkTlrCxjjLH3hBhj7AMVGBhImpqaZGBgIDrWrl0rxNTX15OTkxP5+PiQg4MDzZkzR5TDxcWF7OzsSKFQCGVLly4lOzs7IiIqLCwkiURC9+7dE71v7NixFBkZSUREM2fOpJEjR6ptp4uLCy1atEhUtnLlSnJ3dxeVlZaWEgAqKCigmpoa0tHRoYSEBOH8gwcPSCqVKuV6UWxsLAEgAwMD0tfXJwAEgCZNmqS2TYmJiWRoaEiPHj1qsf07d+4kIyMjSklJUVt/W3zzzTekpaVFHTt2JE9PT4qKiqLy8nLhfGpqKgGgqqqqFvNUVFQQALpx4wYRERUXFxMA2rt3rxCTl5dHACg/P5+Int8zT09PUZ4ZM2aQkZFRi3XZ29vT9u3bhdc9evSgKVOmiGJeNTcAOnr0qFJ5XV0dAaANGzYQEZG/vz99/vnnopiMjAzS0NCguro6IiJydHQU/RxERkaSs7Oz8DowMJAmT56sti3q+vTatWuiuBfz1NbWkra2NsXHxwvnGxoaqEuXLhQVFUVE/72nZ86cEWKOHz9OAIS2N1dVVUUA6Ny5c6Ly1atX04ABA6ihoYHMzMwoPT2damtrqUOHDnT9+nVatGgRubi4iPLo6elRTEyMUBYQEEDDhw9XqjM8PJzGjBmjtn8YY4y9WzzTyhj7oLm6ukIul4uO+fPnC+d1dHTw448/IjExEXV1ddi6datSjmHDhkEikQivhw8fjjt37qCxsRHZ2dkgItja2kImkwlHenq6MJPVNNPaFllZWUhNTRXl7NevH4Dny1KLiorQ0NCA4cOHC+/p2LEj+vbt+9LcHTp0gFwuR1ZWFnbv3o3evXtj9+7dauPHjRuHHj16oFevXvD390d8fLzS90oTExMRFhaGU6dOCct21XFwcBCu6dNPP1Ubt379epSXl2P37t2wt7fH7t270a9fP9y4caPF/EVFRZg1axZ69eoFQ0NDYelq8xlQR0dH4d9NM+sVFRUAgPz8fFHfAlB6/fjxYyxZsgT29vYwNjaGTCbDrVu3lOppPgPYmtxtQf8/E930jGZlZSEuLk707Hh4eEChUKC4uBjA89nW+Ph44f2HDh1SO8sKtL5PW1JUVISnT59i5MiRQpm2tjaGDBmC/Px8UWxL96a5uro6AICenp7K89ra2vDz80NsbCyOHDkCW1tbUf4mxsbGmDp1qrBEuKamBomJiSpneaVS6Qf93WrGGPu30XrfDWCMsddhYGAAGxubFmMuXrwIAKisrERlZSUMDAxanV+hUEBTUxNZWVnQ1NQUnZPJZACef8BtK4VCAS8vL2zYsEHpnKWlpbD0+FVoaGgIfdKvXz+Ul5djxowZOHfunMr4Dh06IDs7G2lpaTh16hRWrVqFNWvWIDMzU9hkZ+DAgcjOzkZsbCycnZ1Fg/zmTpw4gadPnwJ4ed+Ymppi+vTpmD59Or777js4OTlh06ZNou8oNufl5QUrKyvs2bMHXbp0gUKhQP/+/ZU2QXpxOXRTe5uWu5KKJcnNRURE4OTJk9i0aRNsbGwglUoxbdo0pXqaP0+tyd0WTQO+poGkQqHAF198gdDQUKXYps2HZs2ahWXLliE7Oxt1dXUoLS3FZ599praO1vZpS5oPrl8sb17W0r1pztTUFBKJpMWNkYKDgzF06FDk5ua2uNQ4JCQEY8eOxZ07d5Ceng4AmDFjhlJcZWUlOnfurDYPY4yxd4tnWhlj/2pFRUUIDw/Hnj17MGzYMAQEBCh9OP7tt9+UXvfp0weamppwcnJCY2MjKioqYGNjIzosLCwAPJ81Onv2rNo26OjooLGxUVQ2aNAg5OXlwdraWilv00BcW1tb1Laqqircvn27zX0QHh6O69evt7ixjJaWFtzc3BAVFYWcnByUlJQgJSVFON+7d2+kpqbil19+wcKFC1usr0ePHsK1dO3atdXt1NHRQe/evYUNhZq+k/hi3z148AD5+flYsWIFxo4dCzs7u1fa5dXe3l7lfX9RRkYGgoKC4O3tLWzO07SJ1uvmboutW7fC0NAQbm5uAP777DR/bmxsbIQ+69atG0aPHo34+HjEx8fDzc0N5ubmKvO3pk9V3Yvmmuo/f/68UPb06VNcvXoVdnZ2r3z9Ojo6sLe3x82bN9XGODg4wMHBAbm5uZg1a5baOFdXV/Tq1QtxcXGIiYmBj4+Pyl20c3Nz4eTk9MptZowx9mbxoJUx9kGrr69HeXm56GjagbexsRH+/v5wd3fH7NmzERsbi9zcXKVdeEtLS7F48WIUFBTg0KFD2L59OxYtWgQAsLW1ha+vLwICApCUlITi4mJkZmZiw4YNOHHiBIDnu7VmZmZi3rx5yMnJwa1bt7Br1y6hHdbW1rh8+TJKSkpw//59KBQKzJ8/H5WVlZg5cyauXLmC33//HadOnUJwcDAaGxshk8kQEhKCiIgInD17Frm5uQgKCoKGRtt/bRsaGmLOnDlYvXq1ylnAY8eOYdu2bZDL5bh79y4OHDgAhUKhtBTZ1tYWqampwlLh13Hs2DH4+fnh2LFjuH37NgoKCrBp0yacOHECkydPBvB88CuRSHDs2DH8888/qK2thYmJCUxNTfHDDz+gsLAQKSkpWLx4cZvrDw0NRXJyMqKionD79m3s2LEDycnJohgbGxskJSVBLpfj+vXrmDVrltrZwLbmVqe6uhrl5eW4e/cuTp8+jWnTpuHgwYPYtWuXMOu9dOlSXLp0CfPnz4dcLsedO3fw66+/Kv0xwdfXFwkJCThy5Aj8/PzU1tmaPjUzM4NUKhU2DHv48KFSHgMDA3z11VeIiIhAcnIybt68iblz5+LJkycICQlp1fWr4+HhIRoMq5KSkoKysrIW/wseiUSC2bNnY9euXbh06ZLKdj158gRZWVlwd3d/rTYzxhh7g97f12kZY+z1BAYGChsNvXj07duXiIj+85//kKWlJd2/f194z88//0w6OjrChjIuLi40b948+vLLL8nQ0JBMTExo2bJloo2ZGhoaaNWqVWRtbU3a2tpkYWFB3t7elJOTI8SkpaXRiBEjSFdXl4yNjcnDw0PYQKigoICGDRtGUqmUAFBxcTEREd2+fZu8vb3J2NiYpFIp9evXj8LCwoS6a2pqyM/Pj/T19cnc3JyioqJUbur0otjYWJUb/ty9e5e0tLTo8OHDwnU35cnIyCAXFxcyMTEhqVRKjo6OQlzzWCKimzdvkpmZGS1evLjF+9OSoqIimjt3Ltna2pJUKiVjY2Nydnam2NhYUdzatWvJwsKCJBIJBQYGEhHR6dOnyc7OjnR1dcnR0ZHS0tJEmxip2jSoaTOf1NRUoWzfvn3UrVs3kkql5OXlRZs2bRL1XXFxMbm6upJUKiUrKyvasWOHUl/06NGDtmzZonR9L8utyovPsJ6eHvXu3ZsCAwMpKytLKfbKlSs0btw4kslkZGBgQI6OjrR+/XpRTFVVFenq6pK+vj7V1NSIzjXfiOllfUpEtGfPHrKysiINDQ1hg6Pmeerq6mjhwoXUqVMn0tXVpZEjR9KVK1eE86o217p27Zro50KV/Px8kkqlVF1dLZQ1bcSkTvONmJqUlpaShoaG8HuiuYMHD6o9xxhj7P2QEL3hL98wxtgHZMyYMRg4cKDKDZoYY+2Hj48PnJycEBkZ+VbrGTJkCMLCwlpcZswYY+zd4uXBjDHGGGv3Nm7cKGx+9rZUVFRg2rRpmDlz5luthzHGWNvwTCtj7H8az7QyxhhjjLVvPGhljDHGGGOMMdZu8fJgxhhjjDHGGGPtFg9aGWOMMcYYY4y1WzxoZYwxxhhjjDHWbvGglTHGGGOMMcZYu8WDVsYYY4wxxhhj7RYPWhljjDHGGGOMtVs8aGWMMcYYY4wx1m7xoJUxxhhjjDHGWLvFg1bGGGOMMcYYY+3W/wGhD1EajOk5KAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, t_factor=252, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Mean Risk Portfolios with Custom Mean Parameter\n",
    "\n",
    "In this part I will calculate optimal portfolios for several risk measures using a custom mean parameter as input. First I'm going to calculate the portfolio that maximizes risk adjusted return when CVaR is the risk measure, then I'm going to calculate the portfolios that maximize the risk adjusted return for all available risk measures.\n",
    "\n",
    "### 3.1 Calculating the portfolio that maximizes Return/CVaR ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EIMI.L</th>\n",
       "      <th>EWC</th>\n",
       "      <th>IEUR</th>\n",
       "      <th>IJR</th>\n",
       "      <th>IPAC</th>\n",
       "      <th>IVV</th>\n",
       "      <th>SCZ</th>\n",
       "      <th>XCS.TO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>13.8302%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>72.4894%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>13.6804%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          EIMI.L     EWC    IEUR     IJR    IPAC      IVV     SCZ   XCS.TO\n",
       "weights 13.8302% 0.0000% 0.0000% 0.0000% 0.0000% 72.4894% 0.0000% 13.6804%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rm = 'CVaR' # Risk measure\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w, title='Sharpe Mean CVaR', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>EIMI.L</th>\n",
       "      <th>EWC</th>\n",
       "      <th>IEUR</th>\n",
       "      <th>IJR</th>\n",
       "      <th>IPAC</th>\n",
       "      <th>IVV</th>\n",
       "      <th>SCZ</th>\n",
       "      <th>XCS.TO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15.9801%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>34.8870%</td>\n",
       "      <td>8.5749%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>40.5581%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.5371%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>19.9264%</td>\n",
       "      <td>26.4836%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>38.0529%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16.0814%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.5898%</td>\n",
       "      <td>31.9473%</td>\n",
       "      <td>1.8090%</td>\n",
       "      <td>38.5725%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14.4233%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.9199%</td>\n",
       "      <td>32.6312%</td>\n",
       "      <td>10.1840%</td>\n",
       "      <td>37.8416%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16.0251%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.2395%</td>\n",
       "      <td>36.7286%</td>\n",
       "      <td>7.3236%</td>\n",
       "      <td>35.6832%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    EIMI.L     EWC    IEUR     IJR     IPAC      IVV      SCZ   XCS.TO\n",
       "0 15.9801% 0.0000% 0.0000% 0.0000% 34.8870%  8.5749%  0.0000% 40.5581%\n",
       "1 15.5371% 0.0000% 0.0000% 0.0000% 19.9264% 26.4836%  0.0000% 38.0529%\n",
       "2 16.0814% 0.0000% 0.0000% 0.0000% 11.5898% 31.9473%  1.8090% 38.5725%\n",
       "3 14.4233% 0.0000% 0.0000% 0.0000%  4.9199% 32.6312% 10.1840% 37.8416%\n",
       "4 16.0251% 0.0000% 0.0000% 0.0000%  4.2395% 36.7286%  7.3236% 35.6832%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, t_factor=252, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Calculate Optimal Portfolios for Several Risk Measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Risk Measures available:\n",
    "#\n",
    "# 'MV': Standard Deviation.\n",
    "# 'MAD': Mean Absolute Deviation.\n",
    "# 'MSV': Semi Standard Deviation.\n",
    "# 'FLPM': First Lower Partial Moment (Omega Ratio).\n",
    "# 'SLPM': Second Lower Partial Moment (Sortino Ratio).\n",
    "# 'CVaR': Conditional Value at Risk.\n",
    "# 'EVaR': Entropic Value at Risk.\n",
    "# 'WR': Worst Realization (Minimax)\n",
    "# 'MDD': Maximum Drawdown of uncompounded cumulative returns (Calmar Ratio).\n",
    "# 'ADD': Average Drawdown of uncompounded cumulative returns.\n",
    "# 'CDaR': Conditional Drawdown at Risk of uncompounded cumulative returns.\n",
    "# 'EDaR': Entropic Drawdown at Risk of uncompounded cumulative returns.\n",
    "# 'UCI': Ulcer Index of uncompounded cumulative returns.\n",
    "\n",
    "rms = ['MV', 'MAD', 'MSV', 'FLPM', 'SLPM', 'CVaR',\n",
    "       'EVaR', 'WR', 'MDD', 'ADD', 'CDaR', 'UCI', 'EDaR']\n",
    "\n",
    "w_s = pd.DataFrame([])\n",
    "\n",
    "for i in rms:\n",
    "    w = port.optimization(model=model, rm=i, obj=obj, rf=rf, l=l, hist=hist)\n",
    "    w_s = pd.concat([w_s, w], axis=1)\n",
    "    \n",
    "w_s.columns = rms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "}\n",
       "#T_d5453_row7_col4 {\n",
       "  background-color: #f9fdc5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5453_row7_col6 {\n",
       "  background-color: #75c578;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5453_row7_col7 {\n",
       "  background-color: #006335;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_d5453\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_d5453_level0_col0\" class=\"col_heading level0 col0\" >MV</th>\n",
       "      <th id=\"T_d5453_level0_col1\" class=\"col_heading level0 col1\" >MAD</th>\n",
       "      <th id=\"T_d5453_level0_col2\" class=\"col_heading level0 col2\" >MSV</th>\n",
       "      <th id=\"T_d5453_level0_col3\" class=\"col_heading level0 col3\" >FLPM</th>\n",
       "      <th id=\"T_d5453_level0_col4\" class=\"col_heading level0 col4\" >SLPM</th>\n",
       "      <th id=\"T_d5453_level0_col5\" class=\"col_heading level0 col5\" >CVaR</th>\n",
       "      <th id=\"T_d5453_level0_col6\" class=\"col_heading level0 col6\" >EVaR</th>\n",
       "      <th id=\"T_d5453_level0_col7\" class=\"col_heading level0 col7\" >WR</th>\n",
       "      <th id=\"T_d5453_level0_col8\" class=\"col_heading level0 col8\" >MDD</th>\n",
       "      <th id=\"T_d5453_level0_col9\" class=\"col_heading level0 col9\" >ADD</th>\n",
       "      <th id=\"T_d5453_level0_col10\" class=\"col_heading level0 col10\" >CDaR</th>\n",
       "      <th id=\"T_d5453_level0_col11\" class=\"col_heading level0 col11\" >UCI</th>\n",
       "      <th id=\"T_d5453_level0_col12\" class=\"col_heading level0 col12\" >EDaR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_d5453_level0_row0\" class=\"row_heading level0 row0\" >EIMI.L</th>\n",
       "      <td id=\"T_d5453_row0_col0\" class=\"data row0 col0\" >1.05%</td>\n",
       "      <td id=\"T_d5453_row0_col1\" class=\"data row0 col1\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row0_col2\" class=\"data row0 col2\" >1.08%</td>\n",
       "      <td id=\"T_d5453_row0_col3\" class=\"data row0 col3\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row0_col4\" class=\"data row0 col4\" >1.57%</td>\n",
       "      <td id=\"T_d5453_row0_col5\" class=\"data row0 col5\" >13.83%</td>\n",
       "      <td id=\"T_d5453_row0_col6\" class=\"data row0 col6\" >12.07%</td>\n",
       "      <td id=\"T_d5453_row0_col7\" class=\"data row0 col7\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row0_col8\" class=\"data row0 col8\" >19.63%</td>\n",
       "      <td id=\"T_d5453_row0_col9\" class=\"data row0 col9\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row0_col10\" class=\"data row0 col10\" >19.63%</td>\n",
       "      <td id=\"T_d5453_row0_col11\" class=\"data row0 col11\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row0_col12\" class=\"data row0 col12\" >19.63%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5453_level0_row1\" class=\"row_heading level0 row1\" >EWC</th>\n",
       "      <td id=\"T_d5453_row1_col0\" class=\"data row1 col0\" >16.44%</td>\n",
       "      <td id=\"T_d5453_row1_col1\" class=\"data row1 col1\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col2\" class=\"data row1 col2\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col3\" class=\"data row1 col3\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col4\" class=\"data row1 col4\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col5\" class=\"data row1 col5\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col6\" class=\"data row1 col6\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col7\" class=\"data row1 col7\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col8\" class=\"data row1 col8\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col9\" class=\"data row1 col9\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col10\" class=\"data row1 col10\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col11\" class=\"data row1 col11\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row1_col12\" class=\"data row1 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5453_level0_row2\" class=\"row_heading level0 row2\" >IEUR</th>\n",
       "      <td id=\"T_d5453_row2_col0\" class=\"data row2 col0\" >44.39%</td>\n",
       "      <td id=\"T_d5453_row2_col1\" class=\"data row2 col1\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col2\" class=\"data row2 col2\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col3\" class=\"data row2 col3\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col4\" class=\"data row2 col4\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col5\" class=\"data row2 col5\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col6\" class=\"data row2 col6\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col7\" class=\"data row2 col7\" >9.02%</td>\n",
       "      <td id=\"T_d5453_row2_col8\" class=\"data row2 col8\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col9\" class=\"data row2 col9\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col10\" class=\"data row2 col10\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col11\" class=\"data row2 col11\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row2_col12\" class=\"data row2 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5453_level0_row3\" class=\"row_heading level0 row3\" >IJR</th>\n",
       "      <td id=\"T_d5453_row3_col0\" class=\"data row3 col0\" >8.09%</td>\n",
       "      <td id=\"T_d5453_row3_col1\" class=\"data row3 col1\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col2\" class=\"data row3 col2\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col3\" class=\"data row3 col3\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col4\" class=\"data row3 col4\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col5\" class=\"data row3 col5\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col6\" class=\"data row3 col6\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col7\" class=\"data row3 col7\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col8\" class=\"data row3 col8\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col9\" class=\"data row3 col9\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col10\" class=\"data row3 col10\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col11\" class=\"data row3 col11\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row3_col12\" class=\"data row3 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5453_level0_row4\" class=\"row_heading level0 row4\" >IPAC</th>\n",
       "      <td id=\"T_d5453_row4_col0\" class=\"data row4 col0\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col1\" class=\"data row4 col1\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col2\" class=\"data row4 col2\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col3\" class=\"data row4 col3\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col4\" class=\"data row4 col4\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col5\" class=\"data row4 col5\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col6\" class=\"data row4 col6\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col7\" class=\"data row4 col7\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col8\" class=\"data row4 col8\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col9\" class=\"data row4 col9\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col10\" class=\"data row4 col10\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col11\" class=\"data row4 col11\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row4_col12\" class=\"data row4 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5453_level0_row5\" class=\"row_heading level0 row5\" >IVV</th>\n",
       "      <td id=\"T_d5453_row5_col0\" class=\"data row5 col0\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row5_col1\" class=\"data row5 col1\" >96.85%</td>\n",
       "      <td id=\"T_d5453_row5_col2\" class=\"data row5 col2\" >91.22%</td>\n",
       "      <td id=\"T_d5453_row5_col3\" class=\"data row5 col3\" >99.34%</td>\n",
       "      <td id=\"T_d5453_row5_col4\" class=\"data row5 col4\" >90.10%</td>\n",
       "      <td id=\"T_d5453_row5_col5\" class=\"data row5 col5\" >72.49%</td>\n",
       "      <td id=\"T_d5453_row5_col6\" class=\"data row5 col6\" >58.46%</td>\n",
       "      <td id=\"T_d5453_row5_col7\" class=\"data row5 col7\" >47.54%</td>\n",
       "      <td id=\"T_d5453_row5_col8\" class=\"data row5 col8\" >80.37%</td>\n",
       "      <td id=\"T_d5453_row5_col9\" class=\"data row5 col9\" >100.00%</td>\n",
       "      <td id=\"T_d5453_row5_col10\" class=\"data row5 col10\" >80.37%</td>\n",
       "      <td id=\"T_d5453_row5_col11\" class=\"data row5 col11\" >100.00%</td>\n",
       "      <td id=\"T_d5453_row5_col12\" class=\"data row5 col12\" >80.37%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5453_level0_row6\" class=\"row_heading level0 row6\" >SCZ</th>\n",
       "      <td id=\"T_d5453_row6_col0\" class=\"data row6 col0\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col1\" class=\"data row6 col1\" >1.09%</td>\n",
       "      <td id=\"T_d5453_row6_col2\" class=\"data row6 col2\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col3\" class=\"data row6 col3\" >0.03%</td>\n",
       "      <td id=\"T_d5453_row6_col4\" class=\"data row6 col4\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col5\" class=\"data row6 col5\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col6\" class=\"data row6 col6\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col7\" class=\"data row6 col7\" >1.08%</td>\n",
       "      <td id=\"T_d5453_row6_col8\" class=\"data row6 col8\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col9\" class=\"data row6 col9\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col10\" class=\"data row6 col10\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col11\" class=\"data row6 col11\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row6_col12\" class=\"data row6 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5453_level0_row7\" class=\"row_heading level0 row7\" >XCS.TO</th>\n",
       "      <td id=\"T_d5453_row7_col0\" class=\"data row7 col0\" >30.03%</td>\n",
       "      <td id=\"T_d5453_row7_col1\" class=\"data row7 col1\" >2.06%</td>\n",
       "      <td id=\"T_d5453_row7_col2\" class=\"data row7 col2\" >7.71%</td>\n",
       "      <td id=\"T_d5453_row7_col3\" class=\"data row7 col3\" >0.63%</td>\n",
       "      <td id=\"T_d5453_row7_col4\" class=\"data row7 col4\" >8.32%</td>\n",
       "      <td id=\"T_d5453_row7_col5\" class=\"data row7 col5\" >13.68%</td>\n",
       "      <td id=\"T_d5453_row7_col6\" class=\"data row7 col6\" >29.47%</td>\n",
       "      <td id=\"T_d5453_row7_col7\" class=\"data row7 col7\" >42.36%</td>\n",
       "      <td id=\"T_d5453_row7_col8\" class=\"data row7 col8\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row7_col9\" class=\"data row7 col9\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row7_col10\" class=\"data row7 col10\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row7_col11\" class=\"data row7 col11\" >0.00%</td>\n",
       "      <td id=\"T_d5453_row7_col12\" class=\"data row7 col12\" >0.00%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x315b6bd90>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w_s.style.format(\"{:.2%}\").background_gradient(cmap='YlGn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plotting a comparison of assets weights for each portfolio\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_figwidth(14)\n",
    "fig.set_figheight(6)\n",
    "ax = fig.subplots(nrows=1, ncols=1)\n",
    "\n",
    "w_s.plot.bar(ax=ax)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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